{"id":479504,"date":"2023-08-09T10:40:54","date_gmt":"2023-08-09T10:40:54","guid":{"rendered":""},"modified":"2023-09-05T11:18:57","modified_gmt":"2023-09-05T11:18:57","slug":"vector-quantization","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/vector-quantization\/","title":{"rendered":"\u0935\u0947\u0915\u094d\u091f\u0930 \u092a\u0930\u093f\u092e\u093e\u0923\u0940\u0915\u0930\u0923"},"content":{"rendered":"

\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u092a\u0930\u093f\u091a\u092f<\/h2>\n

\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 (VQ) \u0921\u0947\u091f\u093e \u0915\u092e\u094d\u092a\u094d\u0930\u0947\u0936\u0928 \u0914\u0930 \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0909\u092a\u092f\u094b\u0917 \u0915\u0940 \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0940 \u090f\u0915 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0924\u0915\u0928\u0940\u0915 \u0939\u0948\u0964 \u092f\u0939 \u0935\u0947\u0915\u094d\u091f\u0930 \u0938\u094d\u092a\u0947\u0938 \u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u092a\u0949\u0907\u0902\u091f\u094d\u0938 \u0915\u094b \u0926\u0930\u094d\u0936\u093e\u0928\u0947 \u0914\u0930 \u092b\u093f\u0930 \u0938\u092e\u093e\u0928 \u0935\u0947\u0915\u094d\u091f\u0930\u094d\u0938 \u0915\u094b \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u094d\u0938 \u092e\u0947\u0902 \u0938\u092e\u0942\u0939\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0907\u0930\u094d\u0926-\u0917\u093f\u0930\u094d\u0926 \u0918\u0942\u092e\u0924\u0940 \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u094b\u0921\u092c\u0941\u0915 \u0915\u0940 \u0905\u0935\u0927\u093e\u0930\u0923\u093e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0921\u0947\u091f\u093e \u0915\u0947 \u0938\u092e\u0917\u094d\u0930 \u092d\u0902\u0921\u093e\u0930\u0923 \u092f\u093e \u0938\u0902\u091a\u0930\u0923 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e\u0913\u0902 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0940 \u0939\u0948, \u091c\u0939\u093e\u0901 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u0915\u094b \u090f\u0915 \u0915\u094b\u0921 \u0935\u0947\u0915\u094d\u091f\u0930 \u0926\u094d\u0935\u093e\u0930\u093e \u0926\u0930\u094d\u0936\u093e\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0928\u0947 \u091b\u0935\u093f \u0914\u0930 \u0911\u0921\u093f\u092f\u094b \u0915\u092e\u094d\u092a\u094d\u0930\u0947\u0936\u0928, \u092a\u0948\u091f\u0930\u094d\u0928 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0921\u0947\u091f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u092a\u093e\u090f \u0939\u0948\u0902\u0964<\/p>\n

\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0907\u0924\u093f\u0939\u093e\u0938<\/h2>\n

\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f \u0915\u093e \u092a\u0924\u093e 1950 \u0915\u0947 \u0926\u0936\u0915 \u0915\u0940 \u0936\u0941\u0930\u0941\u0906\u0924 \u092e\u0947\u0902 \u0932\u0917\u093e\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u092c \u0915\u0941\u0936\u0932 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0947 \u0932\u093f\u090f \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u094b \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u093c \u0915\u0930\u0928\u0947 \u0915\u093e \u0935\u093f\u091a\u093e\u0930 \u092a\u0939\u0932\u0940 \u092c\u093e\u0930 \u092a\u094d\u0930\u0938\u094d\u0924\u093e\u0935\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964 \u0907\u0938 \u0924\u0915\u0928\u0940\u0915 \u0928\u0947 1960 \u0914\u0930 1970 \u0915\u0947 \u0926\u0936\u0915 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0927\u094d\u092f\u093e\u0928 \u0906\u0915\u0930\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u092c \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0928\u0947 \u0938\u094d\u092a\u0940\u091a \u0915\u094b\u0921\u093f\u0902\u0917 \u0914\u0930 \u0921\u0947\u091f\u093e \u0915\u092e\u094d\u092a\u094d\u0930\u0947\u0936\u0928 \u092e\u0947\u0902 \u0907\u0938\u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0940 \u0916\u094b\u091c \u0936\u0941\u0930\u0942 \u0915\u0940\u0964 "\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928" \u0936\u092c\u094d\u0926 \u0906\u0927\u093f\u0915\u093e\u0930\u093f\u0915 \u0924\u094c\u0930 \u092a\u0930 1970 \u0915\u0947 \u0926\u0936\u0915 \u0915\u0947 \u0905\u0902\u0924 \u092e\u0947\u0902 \u091c\u0947\u091c\u0947 \u092e\u094b\u0930\u0947 \u0914\u0930 \u091c\u0940\u090f\u0932 \u0935\u093e\u0907\u091c \u0926\u094d\u0935\u093e\u0930\u093e \u0917\u0922\u093c\u093e \u0917\u092f\u093e \u0925\u093e\u0964 \u0924\u092c \u0938\u0947, \u0907\u0938 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0924\u0915\u0928\u0940\u0915 \u0915\u0940 \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u094d\u092f\u093e\u092a\u0915 \u0936\u094b\u0927 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964<\/p>\n

\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0935\u093f\u0938\u094d\u0924\u0943\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940<\/h2>\n

\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f \u0915\u094b\u0921 \u0935\u0947\u0915\u094d\u091f\u0930 \u0938\u0947 \u092c\u0926\u0932\u0928\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0942\u0932 \u0921\u0947\u091f\u093e \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u094b \u092c\u0928\u093e\u090f \u0930\u0916\u0924\u0947 \u0939\u0941\u090f \u0938\u092e\u0917\u094d\u0930 \u0921\u0947\u091f\u093e \u0906\u0915\u093e\u0930 \u0915\u094b \u0915\u092e \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0947\u0964 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u092e\u0947\u0902 \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u091a\u0930\u0923 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n

    \n
  1. \n

    \u0915\u094b\u0921\u092c\u0941\u0915 \u091c\u0928\u0930\u0947\u0936\u0928<\/strong>\u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f \u0915\u094b\u0921 \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u093e \u090f\u0915 \u0938\u0947\u091f, \u091c\u093f\u0938\u0947 \u0915\u094b\u0921\u092c\u0941\u0915 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u091c\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u090f\u0915 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u092c\u0928\u093e\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0915\u094b\u0921\u092c\u0941\u0915 \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0907\u0928\u092a\u0941\u091f \u0921\u0947\u091f\u093e \u0915\u0940 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0914\u0930 \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0915\u0947 \u0935\u093e\u0902\u091b\u093f\u0924 \u0938\u094d\u0924\u0930 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  2. \n

    \u0935\u0947\u0915\u094d\u091f\u0930 \u0905\u0938\u093e\u0907\u0928\u092e\u0947\u0902\u091f<\/strong>: \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0907\u0928\u092a\u0941\u091f \u0921\u0947\u091f\u093e \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094b \u0915\u094b\u0921\u092c\u0941\u0915 \u092e\u0947\u0902 \u0928\u093f\u0915\u091f\u0924\u092e \u0915\u094b\u0921 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094b \u0938\u094c\u0902\u092a\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u091a\u0930\u0923 \u0938\u092e\u093e\u0928 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u0947 \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u092c\u0928\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0901 \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u092e\u0947\u0902 \u0938\u092d\u0940 \u0935\u0947\u0915\u094d\u091f\u0930 \u0938\u092e\u093e\u0928 \u0915\u094b\u0921 \u0935\u0947\u0915\u094d\u091f\u0930 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0938\u093e\u091d\u093e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n

  3. \n

    \u092a\u0930\u093f\u092e\u093e\u0923\u0940\u0915\u0930\u0923<\/strong>\u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0924\u094d\u0930\u0941\u091f\u093f \u0907\u0928\u092a\u0941\u091f \u0921\u0947\u091f\u093e \u0935\u0947\u0915\u094d\u091f\u0930 \u0914\u0930 \u0909\u0938\u0915\u0947 \u0905\u0938\u093e\u0907\u0928 \u0915\u093f\u090f \u0917\u090f \u0915\u094b\u0921 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u0947 \u092c\u0940\u091a \u0915\u093e \u0905\u0902\u0924\u0930 \u0939\u0948\u0964 \u0907\u0938 \u0924\u094d\u0930\u0941\u091f\u093f \u0915\u094b \u0915\u092e \u0915\u0930\u0915\u0947, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u0921\u0947\u091f\u093e \u0915\u093e \u0938\u091f\u0940\u0915 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  4. \n

    \u090f\u0928\u094d\u0915\u094b\u0921\u093f\u0902\u0917<\/strong>\u090f\u0928\u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928, \u0915\u094b\u0921 \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u0947 \u0938\u0942\u091a\u0915\u093e\u0902\u0915 \u091c\u093f\u0928\u094d\u0939\u0947\u0902 \u0921\u0947\u091f\u093e \u0935\u0948\u0915\u094d\u091f\u0930 \u0928\u093f\u0930\u094d\u0926\u093f\u0937\u094d\u091f \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902, \u092a\u094d\u0930\u0947\u0937\u093f\u0924 \u092f\u093e \u0938\u0902\u0917\u094d\u0930\u0939\u0940\u0924 \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  5. \n

    \u0921\u093f\u0915\u094b\u0921\u093f\u0902\u0917<\/strong>\u092a\u0941\u0928\u0930\u094d\u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u0947 \u0932\u093f\u090f, \u0915\u094b\u0921\u092c\u0941\u0915 \u0938\u0947 \u0915\u094b\u0921 \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u094b \u092a\u0941\u0928\u0903 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u0942\u091a\u0915\u093e\u0902\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0914\u0930 \u092e\u0942\u0932 \u0921\u0947\u091f\u093e \u0915\u094b \u0915\u094b\u0921 \u0935\u0948\u0915\u094d\u091f\u0930 \u0938\u0947 \u092a\u0941\u0928\u0930\u094d\u0928\u093f\u0930\u094d\u092e\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

    \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e<\/h2>\n

    \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u094b \u0905\u0915\u094d\u0938\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0915\u093e\u0930\u094d\u092f\u093e\u0928\u094d\u0935\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0928\u092e\u0947\u0902 \u0926\u094b \u0938\u092c\u0938\u0947 \u0906\u092e \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0939\u0948\u0902 \u0932\u0949\u092f\u0921 \u0915\u093e \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u094d\u092e<\/strong> \u0914\u0930 \u0915\u0947-\u092e\u0940\u0928\u094d\u0938 \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917<\/strong>.<\/p>\n

      \n
    1. \n

      \u0932\u0949\u092f\u0921 \u0915\u093e \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e<\/strong>: \u092f\u0939 \u092a\u0941\u0928\u0930\u093e\u0935\u0943\u0924\u094d\u0924 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u094d\u092e \u090f\u0915 \u092f\u093e\u0926\u0943\u091a\u094d\u091b\u093f\u0915 \u0915\u094b\u0921\u092c\u0941\u0915 \u0938\u0947 \u0936\u0941\u0930\u0942 \u0939\u094b\u0924\u093e \u0939\u0948 \u0914\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0924\u094d\u0930\u0941\u091f\u093f \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u094b\u0921 \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u094b \u092c\u093e\u0930-\u092c\u093e\u0930 \u0905\u092a\u0921\u0947\u091f \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0935\u093f\u0930\u0942\u092a\u0923 \u092b\u093c\u0902\u0915\u094d\u0936\u0928 \u0915\u0947 \u0938\u094d\u0925\u093e\u0928\u0940\u092f \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u092a\u0930 \u0905\u092d\u093f\u0938\u0930\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0921\u0947\u091f\u093e \u0915\u093e \u0907\u0937\u094d\u091f\u0924\u092e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

    2. \n

      \u0915\u0947-\u092e\u0940\u0928\u094d\u0938 \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917<\/strong>: k-means \u090f\u0915 \u0932\u094b\u0915\u092a\u094d\u0930\u093f\u092f \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u094d\u092e \u0939\u0948 \u091c\u093f\u0938\u0947 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u0928\u0941\u0915\u0942\u0932\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0921\u0947\u091f\u093e \u0915\u094b k \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u092e\u0947\u0902 \u0935\u093f\u092d\u093e\u091c\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0901 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u0915\u093e \u0938\u0947\u0902\u091f\u094d\u0930\u094b\u0907\u0921 \u090f\u0915 \u0915\u094b\u0921 \u0935\u0947\u0915\u094d\u091f\u0930 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u094d\u092e \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u094b \u0928\u093f\u0915\u091f\u0924\u092e \u0938\u0947\u0902\u091f\u094d\u0930\u094b\u0907\u0921 \u0915\u094b \u0905\u0938\u093e\u0907\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u0914\u0930 \u0928\u090f \u0905\u0938\u093e\u0907\u0928\u092e\u0947\u0902\u091f \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0938\u0947\u0902\u091f\u094d\u0930\u094b\u0907\u0921 \u0915\u094b \u0905\u092a\u0921\u0947\u091f \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

      \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0940 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/h2>\n

      \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0908 \u092a\u094d\u0930\u092e\u0941\u0916 \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948 \u091c\u094b \u0907\u0938\u0947 \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0914\u0930 \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0906\u0915\u0930\u094d\u0937\u0915 \u0935\u093f\u0915\u0932\u094d\u092a \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0902:<\/p>\n

        \n
      1. \n

        \u0939\u093e\u0928\u093f\u092a\u0942\u0930\u094d\u0923 \u0914\u0930 \u0939\u093e\u0928\u093f\u0930\u0939\u093f\u0924 \u0938\u0902\u092a\u0940\u0921\u093c\u0928<\/strong>: \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u094b \u0939\u093e\u0928\u093f\u092a\u0942\u0930\u094d\u0923 \u0914\u0930 \u0939\u093e\u0928\u093f\u0930\u0939\u093f\u0924 \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0926\u094b\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u092f\u094b\u091c\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0939\u093e\u0928\u093f\u092a\u0942\u0930\u094d\u0923 \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u092e\u0947\u0902, \u0915\u0941\u091b \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0924\u094d\u092f\u093e\u0917 \u0926\u0940 \u091c\u093e\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0915\u0947 \u092a\u0930\u093f\u0923\u093e\u092e\u0938\u094d\u0935\u0930\u0942\u092a \u0921\u0947\u091f\u093e \u0915\u0940 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u092e\u0947\u0902 \u0925\u094b\u0921\u093c\u0940 \u0915\u092e\u0940 \u0906\u0924\u0940 \u0939\u0948, \u091c\u092c\u0915\u093f \u0939\u093e\u0928\u093f\u0930\u0939\u093f\u0924 \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0938\u0939\u0940 \u0921\u0947\u091f\u093e \u092a\u0941\u0928\u0930\u094d\u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

      2. \n

        \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u094d\u0937\u092e\u0924\u093e<\/strong>\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u0947\u091f\u093e \u0935\u093f\u0924\u0930\u0923\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u0915\u0942\u0932 \u0939\u094b \u0938\u0915\u0924\u093e \u0939\u0948 \u0914\u0930 \u091b\u0935\u093f\u092f\u094b\u0902, \u0911\u0921\u093f\u092f\u094b \u0914\u0930 \u092a\u093e\u0920 \u0938\u0939\u093f\u0924 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092d\u093e\u0932\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u092c\u0939\u0941\u092e\u0941\u0916\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n

      3. \n

        \u0905\u0928\u0941\u092e\u093e\u092a\u0915\u0924\u093e<\/strong>\u092f\u0939 \u0924\u0915\u0928\u0940\u0915 \u0938\u094d\u0915\u0947\u0932\u0947\u092c\u0932 \u0939\u0948, \u0905\u0930\u094d\u0925\u093e\u0924 \u0907\u0938\u0947 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0925\u092e \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092a\u0930\u093f\u0935\u0930\u094d\u0924\u0928 \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u0905\u0932\u0917-\u0905\u0932\u0917 \u0906\u0915\u093e\u0930 \u0915\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

      4. \n

        \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u0914\u0930 \u092a\u0948\u091f\u0930\u094d\u0928 \u092a\u0939\u091a\u093e\u0928<\/strong>\u0921\u0947\u091f\u093e \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0938\u092e\u093e\u0928 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u094b \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092a\u0948\u091f\u0930\u094d\u0928 \u092a\u0939\u091a\u093e\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092d\u0940 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0921\u0947\u091f\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0942\u0932\u094d\u092f\u0935\u093e\u0928 \u0909\u092a\u0915\u0930\u0923 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

        \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n

        \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u094b \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u093e\u0930\u0915\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u0915\u093e\u0930\u094b\u0902 \u092e\u0947\u0902 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u092f\u0939\u093e\u0901 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0947 \u0915\u0941\u091b \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092a\u094d\u0930\u0915\u093e\u0930 \u0926\u093f\u090f \u0917\u090f \u0939\u0948\u0902:<\/p>\n\n\n\n\n\n\n\n\n
        \u092a\u094d\u0930\u0915\u093e\u0930<\/strong><\/th>\n\u0935\u093f\u0935\u0930\u0923<\/strong><\/th>\n<\/tr>\n<\/thead>\n
        \u0938\u094d\u0915\u0947\u0932\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u0940\u0915\u0930\u0923<\/strong><\/td>\n\u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u092e\u0947\u0902, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u0947 \u0905\u0932\u0917-\u0905\u0932\u0917 \u0924\u0924\u094d\u0935\u094b\u0902 \u0915\u094b \u0905\u0932\u0917-\u0905\u0932\u0917 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u093c \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0938\u092c\u0938\u0947 \u0938\u0930\u0932 \u0930\u0942\u092a \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0907\u0938\u092e\u0947\u0902 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u0947 \u0924\u0924\u094d\u0935\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0938\u0939\u0938\u0902\u092c\u0902\u0927 \u0915\u093e \u0905\u092d\u093e\u0935 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n
        \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928<\/strong><\/td>\n\u0938\u0902\u092a\u0942\u0930\u094d\u0923 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094b \u090f\u0915 \u0907\u0915\u093e\u0908 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u092e\u093e\u0928\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u0938\u092e\u0917\u094d\u0930 \u0930\u0942\u092a \u0938\u0947 \u092a\u0930\u093f\u092e\u093e\u0923\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0935\u0947\u0915\u094d\u091f\u0930 \u0924\u0924\u094d\u0935\u094b\u0902 \u0915\u0947 \u092c\u0940\u091a \u0938\u0939\u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n
        \u0935\u0943\u0915\u094d\u0937-\u0938\u0902\u0930\u091a\u093f\u0924 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u0940\u0915\u0930\u0923 (TSVQ)<\/strong><\/td>\nTSVQ \u0915\u094b\u0921\u092c\u0941\u0915 \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092a\u0926\u093e\u0928\u0941\u0915\u094d\u0930\u092e\u093f\u0924 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u0915\u094b\u0921 \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u0940 \u090f\u0915 \u0915\u0941\u0936\u0932 \u0935\u0943\u0915\u094d\u0937 \u0938\u0902\u0930\u091a\u0928\u093e \u092c\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092b\u094d\u0932\u0948\u091f \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u092c\u0947\u0939\u0924\u0930 \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0926\u0930 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n
        \u091c\u093e\u0932\u0940 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 (LVQ)<\/strong><\/td>\nLVQ \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092e\u0941\u0916\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u0907\u0938\u0915\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0935\u0930\u094d\u0917\u094b\u0902 \u0915\u093e \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u0915\u0930\u0928\u0947 \u0935\u093e\u0932\u0947 \u0915\u094b\u0921 \u0935\u0948\u0915\u094d\u091f\u0930 \u0915\u094b \u0916\u094b\u091c\u0928\u093e \u0939\u0948\u0964 \u0907\u0938\u0947 \u0905\u0915\u094d\u0938\u0930 \u092a\u0948\u091f\u0930\u094d\u0928 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0932\u093e\u0917\u0942 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947, \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n

        \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0907\u0938\u092e\u0947\u0902 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092a\u0940\u0921\u093c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0909\u0938\u0947 \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0915\u0941\u091b \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u0909\u092a\u092f\u094b\u0917 \u0915\u0947 \u092e\u093e\u092e\u0932\u094b\u0902 \u092e\u0947\u0902 \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902:<\/p>\n

          \n
        1. \n

          \u091b\u0935\u093f \u0938\u0902\u092a\u0940\u0921\u093c\u0928<\/strong>\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 JPEG \u0914\u0930 JPEG2000 \u091c\u0948\u0938\u0947 \u091b\u0935\u093f \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u092e\u093e\u0928\u0915\u094b\u0902 \u092e\u0947\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0930\u0942\u092a \u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u0939\u093e\u0902 \u092f\u0939 \u0926\u0943\u0936\u094d\u092f \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0915\u094b \u0938\u0902\u0930\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0924\u0947 \u0939\u0941\u090f \u091b\u0935\u093f \u092b\u093c\u093e\u0907\u0932\u094b\u0902 \u0915\u0947 \u0906\u0915\u093e\u0930 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

        2. \n

          \u092d\u093e\u0937\u0923 \u0915\u094b\u0921\u093f\u0902\u0917<\/strong>\u0926\u0942\u0930\u0938\u0902\u091a\u093e\u0930 \u0914\u0930 \u0911\u0921\u093f\u092f\u094b \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0941\u0936\u0932 \u0938\u0902\u091a\u0930\u0923 \u0914\u0930 \u092d\u0902\u0921\u093e\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u092d\u093e\u0937\u0923 \u0938\u0902\u0915\u0947\u0924\u094b\u0902 \u0915\u094b \u0938\u0902\u092a\u0940\u0921\u093c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

        3. \n

          \u0921\u0947\u091f\u093e \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917<\/strong>\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0921\u0947\u091f\u093e \u092e\u093e\u0907\u0928\u093f\u0902\u0917 \u0914\u0930 \u092a\u0948\u091f\u0930\u094d\u0928 \u092a\u0939\u091a\u093e\u0928 \u092e\u0947\u0902 \u0938\u092e\u093e\u0928 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u094b \u0938\u092e\u0942\u0939\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u092d\u0940\u0924\u0930 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

          \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u0940\u0915\u0930\u0923 \u0938\u0947 \u091c\u0941\u0921\u093c\u0940 \u0915\u0941\u091b \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u0939\u0948\u0902:<\/p>\n

            \n
          1. \n

            \u0915\u094b\u0921\u092c\u0941\u0915 \u0915\u093e \u0906\u0915\u093e\u0930<\/strong>\u090f\u0915 \u092c\u0921\u093c\u0940 \u0915\u094b\u0921\u092c\u0941\u0915 \u0915\u094b \u092d\u0902\u0921\u093e\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u092e\u0947\u092e\u094b\u0930\u0940 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0915\u0941\u091b \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n

          2. \n

            \u0905\u092d\u093f\u0915\u0932\u0928\u093e\u0924\u094d\u092e\u0915 \u091c\u091f\u093f\u0932\u0924\u093e<\/strong>\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0930\u0942\u092a \u0938\u0947 \u092e\u093e\u0902\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092c\u0921\u093c\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0947 \u0932\u093f\u090f\u0964<\/p>\n<\/li>\n<\/ol>\n

            \u0907\u0928 \u092e\u0941\u0926\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f, \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0915\u0940 \u0926\u0915\u094d\u0937\u0924\u093e \u0914\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u094b \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0932\u0917\u093e\u0924\u093e\u0930 \u092c\u0947\u0939\u0924\u0930 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0914\u0930 \u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902\u0964<\/p>\n

            \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0928 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0924\u0941\u0932\u0928\u093e<\/h2>\n\n\n\n\n\n\n\n\n
            \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901<\/strong><\/th>\n\u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u0915\u0947 \u0938\u093e\u0925 \u0924\u0941\u0932\u0928\u093e<\/strong><\/th>\n<\/tr>\n<\/thead>\n
            \u0935\u0947\u0915\u094d\u091f\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935<\/td>\n\u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924, \u091c\u094b \u0935\u094d\u092f\u0915\u094d\u0924\u093f\u0917\u0924 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u092a\u0930 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u092a\u0942\u0930\u0947 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094b \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u0924\u0925\u093e \u0905\u0902\u0924\u0930-\u0924\u0924\u094d\u0935 \u0938\u0902\u092c\u0902\u0927\u094b\u0902 \u0915\u094b \u092a\u0915\u0921\u093c\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n
            \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0914\u0930 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935<\/td>\n\u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u0915\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u0932\u093f\u090f \u0938\u092e\u093e\u0928 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u094b \u0938\u092e\u0942\u0939\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u093e \u0939\u0948, \u091c\u092c\u0915\u093f \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0914\u0930 \u0915\u0941\u0936\u0932 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935 \u092a\u0930 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0939\u0948\u0964<\/td>\n<\/tr>\n
            \u0915\u094b\u0921\u092c\u0941\u0915 \u0914\u0930 \u0907\u0902\u0921\u0947\u0915\u094d\u0938-\u0906\u0927\u093e\u0930\u093f\u0924 \u090f\u0928\u0915\u094b\u0921\u093f\u0902\u0917<\/td>\n\u091c\u092c\u0915\u093f \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u0915\u0947 \u092a\u0930\u093f\u0923\u093e\u092e\u0938\u094d\u0935\u0930\u0942\u092a \u0915\u094d\u0932\u0938\u094d\u091f\u0930 \u0932\u0947\u092c\u0932 \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093f\u091c\u093c\u0947\u0936\u0928 \u0921\u0947\u091f\u093e \u0915\u0947 \u0915\u0941\u0936\u0932 \u090f\u0928\u094d\u0915\u094b\u0921\u093f\u0902\u0917 \u0914\u0930 \u0921\u093f\u0915\u094b\u0921\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f \u0915\u094b\u0921\u092c\u0941\u0915 \u0914\u0930 \u0907\u0902\u0921\u0947\u0915\u094d\u0938 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n
            \u092a\u0930\u093f\u092e\u093e\u0923\u0940\u0915\u0930\u0923 \u0924\u094d\u0930\u0941\u091f\u093f<\/td>\n\u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u0914\u0930 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0926\u094b\u0928\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u0930\u0942\u092a\u0923 \u0915\u094b \u0928\u094d\u092f\u0942\u0928\u0924\u092e \u0915\u0930\u0928\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u092e\u0947\u0902, \u092f\u0939 \u0935\u093f\u0930\u0942\u092a\u0923 \u0938\u0940\u0927\u0947 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0924\u094d\u0930\u0941\u091f\u093f \u0938\u0947 \u091c\u0941\u0921\u093c\u093e \u0939\u0941\u0906 \u0939\u0948\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0947 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0914\u0930 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h2>\n

            \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0906\u0936\u093e\u091c\u0928\u0915 \u0938\u0902\u092d\u093e\u0935\u0928\u093e\u0913\u0902 \u0938\u0947 \u092d\u0930\u093e \u0939\u0941\u0906 \u0939\u0948\u0964 \u091c\u0948\u0938\u0947-\u091c\u0948\u0938\u0947 \u0921\u0947\u091f\u093e \u0924\u0947\u091c\u0940 \u0938\u0947 \u092c\u0922\u093c\u0924\u093e \u0930\u0939\u0947\u0917\u093e, \u0915\u0941\u0936\u0932 \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0940 \u092e\u093e\u0902\u0917 \u092c\u0922\u093c\u0924\u0940 \u091c\u093e\u090f\u0917\u0940\u0964 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0926\u094d\u0935\u093e\u0930\u093e \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u094b \u0924\u0947\u091c\u093c \u0914\u0930 \u0909\u092d\u0930\u0924\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0905\u0928\u0941\u0915\u0942\u0932 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0909\u0928\u094d\u0928\u0924 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0914\u0930 \u0939\u093e\u0930\u094d\u0921\u0935\u0947\u092f\u0930 \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0939\u0948\u0964<\/p>\n

            \u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, \u0915\u0943\u0924\u094d\u0930\u093f\u092e \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e \u0914\u0930 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u093e \u0914\u0930 \u0905\u0927\u093f\u0915 \u0935\u093f\u0938\u094d\u0924\u093e\u0930 \u0939\u094b\u0928\u0947 \u0915\u0940 \u0909\u092e\u094d\u092e\u0940\u0926 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902 \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0909\u0928\u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0928\u090f \u0924\u0930\u0940\u0915\u0947 \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u094b\u0902\u0917\u0947\u0964<\/p>\n

            \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0948\u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u093e \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0915\u0948\u0938\u0947 \u0938\u0902\u092c\u0926\u094d\u0927 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948<\/h2>\n

            \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u0908 \u0924\u0930\u0940\u0915\u094b\u0902 \u0938\u0947 \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u094b \u092a\u0942\u0930\u0915 \u092c\u0928\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n

              \n
            1. \n

              \u0906\u0927\u093e\u0930 - \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0938\u0902\u0915\u094b\u091a\u0928<\/strong>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930, \u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0915\u094b \u092d\u0947\u091c\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u0921\u0947\u091f\u093e \u0915\u094b \u0938\u0902\u092a\u0940\u0921\u093c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092c\u0948\u0902\u0921\u0935\u093f\u0921\u094d\u0925 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u0932\u094b\u0921\u093f\u0902\u0917 \u0938\u092e\u092f \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

            2. \n

              \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0935\u093f\u0924\u0930\u0923 \u0905\u0928\u0941\u0915\u0942\u0932\u0928<\/strong>\u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947, \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0938\u0902\u092a\u0940\u0921\u093c\u093f\u0924 \u0938\u093e\u092e\u0917\u094d\u0930\u0940 \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u0938\u0902\u0917\u094d\u0930\u0939\u0940\u0924 \u0914\u0930 \u0915\u0908 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0924\u0915 \u092a\u0939\u0941\u0902\u091a\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u0930\u094d\u0935\u0930 \u0932\u094b\u0921 \u0915\u092e \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u0938\u092e\u0917\u094d\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0938\u0941\u0927\u093e\u0930 \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

            3. \n

              \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e<\/strong>\u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e \u0921\u0947\u091f\u093e \u0915\u094b \u0905\u0928\u093e\u092e \u092c\u0928\u093e\u0928\u0947 \u0914\u0930 \u0938\u0902\u092a\u0940\u0921\u093c\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u092c\u0922\u093c\u0924\u0940 \u0939\u0948 \u0914\u0930 \u091f\u094d\u0930\u093e\u0902\u0938\u092e\u093f\u0936\u0928 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0940 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

              \u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n

              \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0947 \u0932\u093f\u090f, \u0906\u092a \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n

                \n
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              2. \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0924\u0915\u0928\u0940\u0915<\/a><\/li>\n
              3. \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u091b\u0935\u093f \u0914\u0930 \u0935\u0940\u0921\u093f\u092f\u094b \u0938\u0902\u092a\u0940\u0921\u093c\u0928<\/a><\/li>\n<\/ol>\n

                \u0928\u093f\u0937\u094d\u0915\u0930\u094d\u0937 \u092e\u0947\u0902, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0921\u0947\u091f\u093e \u0938\u0902\u092a\u0940\u0921\u093c\u0928 \u0914\u0930 \u0915\u094d\u0932\u0938\u094d\u091f\u0930\u093f\u0902\u0917 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0942\u0932\u094d\u092f\u0935\u093e\u0928 \u0909\u092a\u0915\u0930\u0923 \u0939\u0948, \u091c\u094b \u091c\u091f\u093f\u0932 \u0921\u0947\u091f\u093e \u0915\u094b \u0915\u0941\u0936\u0932\u0924\u093e\u092a\u0942\u0930\u094d\u0935\u0915 \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u091a\u0932 \u0930\u0939\u0940 \u092a\u094d\u0930\u0917\u0924\u093f \u0914\u0930 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925, \u0935\u0947\u0915\u094d\u091f\u0930 \u0915\u094d\u0935\u093e\u0902\u091f\u093e\u0907\u091c\u0947\u0936\u0928 \u0921\u0947\u091f\u093e \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0914\u0930 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u094b \u0906\u0915\u093e\u0930 \u0926\u0947\u0928\u0947 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u093e \u0939\u0948\u0964<\/p>","protected":false},"featured_media":470815,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479504","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Vector Quantization: Unleashing the Power of Clustering for Data Compression<\/mark>","faq_items":[{"question":"What is Vector Quantization?","answer":"

                Vector quantization (VQ) is a powerful technique used in data compression and clustering. It involves grouping similar data vectors into clusters and representing them with representative code vectors. This process reduces data size while preserving essential features, making it valuable in various applications such as image and audio compression, data analysis, and pattern recognition.<\/p>"},{"question":"How did Vector Quantization originate?","answer":"

                The concept of quantizing vectors for efficient data representation was proposed in the early 1950s. In the 1960s and 1970s, researchers began exploring applications in speech coding and data compression. The term \"Vector Quantization\" was coined in the late 1970s. Since then, continuous research has led to advancements and wider adoption of this technique.<\/p>"},{"question":"How does Vector Quantization work?","answer":"

                Vector quantization involves codebook generation, vector assignment, quantization, encoding, and decoding. A codebook of representative code vectors is created from a training dataset. Input data vectors are then assigned to the nearest code vector, forming clusters. The quantization error is minimized to ensure accurate data representation, and encoding\/decoding is used for compression and reconstruction.<\/p>"},{"question":"What are the key features of Vector Quantization?","answer":"

                Vector quantization offers both lossy and lossless compression options. It is adaptable to various data distributions and scalable to handle different dataset sizes. The technique is widely used for clustering and pattern recognition tasks, making it versatile for data analysis.<\/p>"},{"question":"What types of Vector Quantization exist?","answer":"

                Vector quantization can be categorized into different types:<\/p>

                • Scalar Quantization: Quantizes individual elements of vectors separately.<\/li>
                • Vector Quantization: Considers the entire vector as a single entity for quantization.<\/li>
                • Tree-structured Vector Quantization (TSVQ): Utilizes hierarchical codebook design for improved compression.<\/li>
                • Lattice Vector Quantization (LVQ): Primarily used for classification and pattern recognition tasks.<\/li><\/ul>"},{"question":"How is Vector Quantization used, and what are the challenges?","answer":"

                  Vector quantization finds applications in image compression, speech coding, and data clustering. However, challenges include large codebook sizes and computational complexity. Researchers are continually working on improved algorithms and hardware optimizations to address these issues.<\/p>"},{"question":"How does Vector Quantization compare with Clustering?","answer":"

                  Vector quantization clusters whole vectors, capturing inter-element relationships, while traditional clustering operates on individual data points. Vector quantization is primarily used for data compression and representation, whereas clustering focuses on grouping data for analysis.<\/p>"},{"question":"What does the future hold for Vector Quantization?","answer":"

                  The future of vector quantization looks promising with increasing data volumes. Advancements in algorithms and hardware optimizations will likely make vector quantization faster and more adaptable to emerging technologies. Its applications in artificial intelligence and machine learning are also expected to expand.<\/p>"},{"question":"How can Proxy Servers be associated with Vector Quantization?","answer":"

                  Proxy servers can complement vector quantization by utilizing it for data compression, content delivery optimization, and enhancing security and privacy. By employing vector quantization, proxy servers can efficiently store and deliver compressed content to users, reducing server load and improving overall performance.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/479504","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/479504\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/470815"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=479504"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}