{ "paper_id": "O06-1009", "header": { "generated_with": "S2ORC 1.0.0", "date_generated": "2023-01-19T08:07:00.462671Z" }, "title": "", "authors": [], "year": "", "venue": null, "identifiers": {}, "abstract": "", "pdf_parse": { "paper_id": "O06-1009", "_pdf_hash": "", "abstract": [], "body_text": [ { "text": "l , t \u0393 \u4e26\u6c92\u6709\u5c07\uf918\u5728\u8a9e\u97f3\u5340\u9593 [1,t]\u7684\u6574\u9ad4\u641c\u5c0b\u7a7a\u9593\u7684\u90e8\u4efd\u6700\u4f73\uf937\u5f91\u5b8c\u5168\u6db5\u84cb\uff0c\u4e5f\u5c31\u662f\u90e8\u5206\u6587\uf906\u5340\u9593[ 1 s , l s ]\u662f\uf967\u8db3\u7684\uff1b (\u4e8c) \u5c0d\u90e8\u5206\u6587\uf906\u5340\u9593[ 1 s , l s ]\u800c\u8a00\uff0c\u6240\u4f7f\u7528\u7684\u90e8\u5206\u8a9e\u97f3\u5340\u9593[1,t]\u662f\u904e\u9577\u7684\uff0c\u9069\u7576\u7684\u8a9e\u97f3\u9577\ufa01\u61c9\u5c0f\u65bc \u03c4 \u3002\u5716\u4e00\u986f\u793a\uff0c\u6700\u4f73\uf937\u5f91\u5728\u8a9e\u97f3\u5e8f\uf99c\u03c4 \u4e4b\u5f8c\u5df2\u8d85\u51fa\u9810\u8a2d\u7684\u90e8\u5206\u6587\uf906\u5340\u9593[ 1 s , l s ]\u3002\u56e0\u6b64\uff0c\u9664\u975e\u5728 \u641c\u5c0b\u7684\u540c\u6642\u53ef\u96a8\u6642\u638c\u63e1\u8a72\u6700\u4f73\uf937\u5f91\u7684\u8a9e\u97f3\u53ca\u6587\uf906\u7684\u9069\u7576\u7bc4\u570d\uff0c\u5426\u5247\uff0c\u4e5f\u53ea\u80fd\uf967\u65b7\u64f4\u5927\u90e8\u4efd\u641c\u5c0b\u7a7a \u9593\u4ee5\u4fdd\u8b49\u6574\u9ad4\u641c\u5c0b\u7a7a\u9593\u7684\u90e8\u4efd\u6700\u4f73\uf937\u5f91\uf918\u5728\u8a72\u90e8\u4efd\u641c\u5c0b\u7a7a\u9593\uf9e8\uff0c\u6700\u6975\u81f4\u7684\u60c5\u6cc1\u5c31\u662f\u90e8\u4efd\u641c\u5c0b\u7a7a\u9593 \u7b49\u65bc\u6574\u9ad4\u641c\u5c0b\u7a7a\u9593\uff0c\u800c\u9019\u4e5f\u662f\u6211\u5011\u6240\uf967\uf914\ufa0a\u7684\u60c5\u6cc1\u3002\u986f\u7136\u7684\uff0c\u5982\u4f55\u6c7a\u5b9a\u5b58\u5728\u65bc\u90e8\u5206\u641c\u5c0b\u7a7a\u9593\uf9e8\u7684 \u6700\u4f73\uf937\u5f91\uff0c\u4e26\u4e14\u4f7f\u5f97\u8a72\u90e8\u5206\u6700\u4f73\uf937\u5f91\u8207\u6574\u9ad4\u641c\u5c0b\u7a7a\u9593\u7684\u6700\u4f73\uf937\u5f91\u662f\u91cd\u758a\u7684\uff0c\u662f\u89e3\u6c7a\u4e0a\u8ff0\u554f\u984c\u7684\u95dc \u9375\u3002\u56e0\u6b64\uff0c\u4e0b\u4e00\u7bc0\uff0c\u6211\u5011\u5c07\u4ecb\u7d39\u4e00\u500b\u53ef\u9760\uf937\u5f91\u4f30\u6e2c\u6f14\u7b97\u6cd5\uf92d\u89e3\u6c7a\u4e0a\u8ff0\u554f\u984c\u3002 \u03c4 \u8a9e\u97f3\u5e8f\uf99c \u6587 \uf906 \uf9fa \u614b \u5e8f \uf99c 1 s l s K s T 1 t \u5716\u4e00\uff1a\u90e8\u5206\u8a9e\u97f3\u6587\uf906\u6821\u6e96\u793a\u610f\u5716 3. \u53ef\u9760\uf937\u5f91\u4f30\u6e2c \u53ef\u9760\uf937\u5f91\u4f30\u6e2c\u662f\u4ee5\u7dad\u7279\u6bd4\u6f14\u7b97\u6cd5\u70ba\u57fa\u790e\u7684\u4f5c\u6cd5\uff0c\u4e26\u4e14\u914d\u5408\u6700\u5927\u76f8\u4f3c\ufa01\uf92d\u65bd\ufa08\uff0c\u56e0\u6b64\uff0c\u4ee5\u4e0b\u6211\u5011\u5148 \u5c0d\u57fa\u672c\u7684\u7dad\u7279\u6bd4\u6f14\u7b97\u6cd5\u548c\u5176\u7279\u6027\u505a\u4e00\u7c21\u55ae\u63cf\u8ff0\u3002 3.1. \u7dad\u7279\u6bd4\u6f14\u7b97\u6cd5 \u5047\u8a2d\u7531\u8a9e\u97f3\u5e8f\uf99c ( ) T T x x x X .. 2 1 = \u548c\u6587\uf906\uf9fa\u614b\u5e8f\uf99c ( ) K K s s s S .. 2 1 = \u6240\u69cb\u6210\u7684\u641c\u5c0b\u7a7a\u9593 ( ) K T , \u0393 \uff0c\u5b58\u5728\u4e00\u500b \u8207 T X \u76f8\u5c0d\u61c9\u7684\u6700\u4f73\uf9fa\u614b\u5e8f\uf99c ( ) T T q q q Q ... 2 1 = \uff0c\u4ee5\u6700\u5927\u76f8\u4f3c\ufa01(ML\uff0cMaximum Likelihood)\uf92d\u9032\ufa08\u6bd4 \u5c0d\u6642\uff0c\u6211\u5011\u53ef\u4ee5\u5728\u6642\u9593t\u5f97\u5230\u5c0d\u61c9\u5230\u6587\uf906\uf9fa\u614b i s \u7684\u6700\u4f73\uf9fa\u614b\u5e8f\uf99c\u70ba ( ) t t q q q Q ... 2 1 = \uff0c\uf974\u5c07\u6b64\u6642\u7684\u76f8 \u4f3c\ufa01\u5206\uf969\u5b9a\u7fa9\u70ba [ ] K i X s q q q q s t i t t q q q i t t \u2264 \u2264 = = \u2212 \u2212 1 , | , , ,... Pr max ) ( 1 2 1 ,..., , 1 2 1 \u03bb \u03b4 (1) \u5247\u53ef\u5c07t+1\u6642\u9593\uf918\u5728\u6587\uf906\uf9fa\u614b j s \u7684\u76f8\u4f3c\ufa01\u5206\uf969\u8868\u793a\u70ba [ ] K j x b a s s t j ij i t K i j t \u2264 \u2264 = + \u2264 \u2264 + 1 ), ( ) ( max ) ( 1 1 1 \u03b4 \u03b4 (2) \u5176\u4e2d\uff0c \u03bb \u70ba\u6bd4\u5c0d\u6240\u4f7f\u7528\u7684\u8072\u5b78\u6a21\u578b\uff0c ij a \u70ba\uf9fa\u614b i s \u8f49\u79fb\u5230\uf9fa\u614b j s \u7684\u8f49\u79fb\u6a5f\uf961\uff0c ) ( 1 + t j x b \u70ba\u8a9e\u97f3 1 + t x \u5728\uf9fa\u614b j s \u7684\u6a5f\uf961\u5206\u5e03\u3002\uf967\u65b7\u53cd\u8986Eq.(2)\u76f4\u5230\u8a9e\u97f3\u5e8f\uf99c\u7d42\u9edeT\uff0c\u53ef\u5f97\u7d42\u9edeT\u7684\u76f8\u4f3c\ufa01\u5206\uf969\u70ba [ ] ) ( max 1 k T K k s \u03b4 \u2264 \u2264 (3) \u4e5f\u5c31\u662f\u53ef\u7531\u7d42\u9edeT\uf9e8\u9078\u51fa\u4e00\u500b\u5177\u6709\u6700\u5927\u76f8\u4f3c\ufa01\u5206\uf969\u7684\u6587\uf906\uf9fa\u614b k s \u8207\u8a9e\u97f3\u5e8f\uf99c\u7d42\u9edeT\u5c0d\u61c9\u3002\u4e4b\u5f8c\uff0c \u53ef\u7531\u8a9e\u97f3\u5e8f\uf99c\u7d42\u9edeT\u8207\u6587\uf906\uf9fa\u614b k s \u7684\u4ea4\u6703\u9ede ( ) k s T , \u03d5 \u56de\u6eaf\u81f3\u641c\u5c0b\u7a7a\u9593 ( ) K T , \u0393 \u539f\u9ede ( ) 1 , 1 s \u03d5 \u5f97\u5230\u6700\u4f73 \uf937\u5f91 ( ) k s T path , \u3002(\u8a73\u7d30\u6f14\u7b97\u6cd5\u53ef\uf96b\u8003[1])\u3002 3.2. \u7dad\u7279\u6bd4\u6f14\u7b97\u6cd5\u7279\u6027 \u7dad\u7279\u6bd4\u6f14\u7b97\u6cd5\u4ee5\u6700\u5927\u76f8\u4f3c\ufa01\uf92d\u65bd\ufa08\uff0c\u5b58\u5728\u6709\u4ee5\u4e0b\uf978\u500b\u7279\u6027\uff1a \u7279\u6027\u4e00\uff1a\u5047\u8a2d\u90e8\u5206\u641c\u5c0b\u7a7a\u9593 ( ) l , t \u0393 \u5b58\u5728\u4e00\u7d42\u6b62\u65bc\u6642\u9593 t \u5c0d\u61c9\u5230\u6587\uf906\uf9fa\u614b i s \u7684\uf937\u5f91 ( ) i s t path , \uff0c\u8a72\uf937 \u5f91\u70ba\u641c\u5c0b\u7a7a\u9593 ( ) K T , \u0393 \u6700\u4f73\uf937\u5f91\u7684\u4e00\u90e8\u4efd\u3002\uf974\u5728 ( ) l , t \u0393 \uf9e8\u6709\u53e6\u4e00\uf937\u5f91 ( ) j s t path , \u8207 ( ) i s t path , \u5728 ( ) l , t \u0393 \u7a7a\u9593\uf9e8\u6709\u4e00\u5c0d\u61c9\u5230\u6642\u9593\u03c4 \u8207\u6587\uf906\uf9fa\u614b n s \u4ea4\u6703\u9ede ( ) n s , \u03c4 \u03d5 \uff0c\u5247\u7531\u4ea4\u6703\u9ede ( ) n s , \u03c4 \u03d5 \u81f3\u641c\u5c0b\u7a7a\u9593 \u7684\u539f\u9ede ( ) 1 , 1 s \u03d5 \u4e4b\u9593\u7684\u6700\u4f73\uf937\u5f91 ( ) n s path , \u03c4 \u5fc5\u70ba ( ) i s t path , \u7684\u4e00\u90e8\u4efd\uff0c\u4e5f\u5fc5\u70ba ( ) K T , \u0393 \u6700\u4f73\uf937\u5f91\u7684\u4e00 \u90e8\u4efd\u3002 \uf96f\u660e\uff1a\u7531\u65bc\uf937\u5f91 ( ) i s t path , \u70ba ( ) K T , \u0393 \u6700\u4f73\uf937\u5f91\u7684\u4e00\u90e8\u4efd\uff0c\u800c ( ) n s , \u03c4 \u03d5 \u53c8\u4f4d\u5728 ( ) i s t path , \u4e2d\uff0c\u56e0\u6b64\uff0c\u7531 ( ) n s , \u03c4 \u03d5 \u6240\u6c7a\u5b9a\u51fa\uf92d\u7684\u6700\u4f73\uf937\u5f91 ( ) n s path , \u03c4 \u5fc5\u7136\u662f\u5c6c\u65bc ( ) K T , \u0393 \u6700\u4f73\uf937\u5f91\u7684\u4e00\u90e8\u4efd\u3002 \u7279\u6027\u4e8c\uff1a\u7531 ( ) n s , \u03c4 \u03d5 \u6240\u6c7a\u5b9a\u51fa\uf92d\u7684\u6700\u4f73\uf937\u5f91 ( ) n s path , \u03c4 \u5fc5\u5b9a\u53ea\u6709\u4e00\u689d\uff0c\u4e14\u5fc5\u5b9a\u662f\u4f7f\u5f97 ( ) n s , \u03c4 \u03d5 \u6240\u5728\u4f4d \u7f6e\u7684\u76f8\u4f3c\ufa01\u5206\uf969 ( ) n s \u03c4 \u03b4 \u6700\u5927\u7684\uf9fa\u614b\u5e8f\uf99c ( ) n s q q q q Q = = \u2212 \u03c4 \u03c4 \u03c4 , ... 1 2 1 \u3002 \uf96f\u660e\uff1a\u7dad\u7279\u6bd4\u7b97\u6cd5\u4ee5\u6700\u5927\u76f8\u4f3c\ufa01\uf92d\u65bd\ufa08\uff0c\u6bcf\u4e00\u6642\u9593\u5c0d\u61c9\u5230\u6bcf\u4e00\uf9fa\u614b\u7684\u76f8\u4f3c\ufa01\u5206\uf969\ufa26\u662f\u6700\u5927\u7684\uff0c\u4e14 \u5fc5\u5b9a\u50c5\u6709\u4e00\u6700\u4f73\uf9fa\u614b\u5e8f\uf99c\u8207\u4e4b\u5c0d\u61c9\u3002 3.3. \u53ef\u9760\uf937\u5f91\u4f30\u6e2c \u7531\u65bc\u4ee5\u6700\u5927\u76f8\u4f3c\ufa01\uf92d\u65bd\ufa08\uff0c\u6700\u4f73\uf937\u5f91\u7d42\u9ede\u901a\u5e38\ufa26\u5177\u6709\u8f03\u5927\u7684\u76f8\u4f3c\ufa01\u5206\uf969\uff0c\u56e0\u6b64\uff0c\u5982\u679c\u6700\u4f73\uf937\u5f91\uf918 \u5728\u90e8\u5206\u641c\u5c0b\u7a7a\u9593 ( ) l , t \u0393 \uf9e8\uff0c\u5247\u5728\u6642\u9593 t \u7531\u90e8\u5206\u6587\uf906\uf9fa\u614b\u5e8f\uf99c ) ... ( 2 1 l l s s s S = \u9078\u51fa N \u500b\u5177\u6709\u8f03\u5927\u76f8\u4f3c \ufa01\u5206\uf969\u7684\uf9fa\u614b\uff0c\u662f\u975e\u5e38\u6709\u53ef\u80fd\u5c07\u6700\u4f73\uf937\u5f91\u7684\u7d42\u9ede\uf9fa\u614b\u6db5\u84cb\u9032\uf92d\u3002\u4ee5\u9019\u4e9b\u5177\u6709\u8f03\u5927\u76f8\u4f3c\ufa01\u5206\uf969\u7684\uf9fa \u614b\u6240\u56de\u6eaf\u51fa\uf92d\u7684\uf937\u5f91\u5c31\u6709\u53ef\u80fd\u5305\u542b ( ) l , t \u0393 \u7684\u6700\u4f73\uf937\u5f91\u3002\u6240\u4ee5\uff0c\u5047\u8a2d\u9019\u4e9b\uf937\u5f91\u4e2d\u5305\u542b\u6709\u6700\u4f73\uf937\u5f91\uff0c \u4e26\u4e14\u9019\u4e9b\uf937\u5f91\u6709\u5171\u540c\u7684\u4ea4\u6703\u9ede\uff0c\u4f9d\u7167\u7279\u6027\u4e00\uff0c\u8a72\u4ea4\u6703\u9ede\u5fc5\u5b9a\uf918\u5728\u6700\u4f73\uf937\u5f91\uf9e8\uff0c\u4e26\u4e14\uff0c\u7531\u4ea4\u6703\u9ede\u56de \u6eaf\u5230 ( ) l , t \u0393 \u539f\u9ede\u7684\uf937\u5f91\uff0c\u5fc5\u5b9a\u70ba\u6700\u4f73\uf937\u5f91\u7684\u4e00\u90e8\u4efd\uff0c\u4f9d\u7167\u7279\u6027\u4e8c\uff0c\u7531\u4ea4\u6703\u9ede\u6240\u56de\u6eaf\u7684\u6700\u4f73\uf937\u5f91\u50c5 \u6709\u4e00\u689d\uff0c\u6240\u4ee5\u53ef\u7531\u4efb\u4e00\u7d93\u904e\u4ea4\u6703\u9ede\u7684\uf937\u5f91\u53d6\u5f97\u8a72\u6700\u4f73\uf937\u5f91\u3002\u7531\u65bc\u662f\u4ee5 N \u500b\u5177\u6709\u8f03\u5927\u76f8\u4f3c\ufa01\u5206\uf969\u7684 \uf9fa\u614b\uf92d\u53d6\u5f97\u90e8\u5206\u641c\u5c0b\u7a7a\u9593 ( ) l , t \u0393 \uf9e8\u53ef\u80fd\u7684\u6700\u4f73\uf937\u5f91\uff0c\u6211\u5011\u7a31\u9019\u500b\u53d6\u5f97\u6700\u4f73\uf937\u5f91\u65b9\u5f0f\u70ba\u53ef\u9760\uf937\u5f91\u4f30 \u6e2c\u3002 \u53ef\u4ee5\uf9ba\u89e3\u7684\u662f\uff0c\u7576 N \u8d8a\u5927\u6db5\u84cb\u6700\u4f73\uf937\u5f91\u7d42\u9ede\uf9fa\u614b\u7684\u53ef\u80fd\u6027\u5c31\u8d8a\u5927\uff1b\u53cd\u4e4b\uff0c\u7576 N", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "", "sec_num": null }, { "text": "\u6301\u4e0b\u4e00\u6b21\u6bd4\u5c0d\u7684\u90e8\u5206\u6587\uf906\u5e8f\uf99c\u70ba l \u500b\uf9fa\u614b\u3002\u5716\u56db\u5247\u662f\u6587\uf906\uf9fa\u614b\u5e8f\uf99c\u52a0\u5927\u70ba w + l \u5f8c\uff0c\u5728\u6642\u9593 t \u53d6\u5f97\u53ef\u9760\uf937\u5f91\uff0c\u5728\u53bb\u9664 n \u500b\u6587\uf906\uf9fa\u614b\u4e4b\u5f8c\uff0c\u5269\u9918\u7684\u6587\uf906\uf9fa\u614b n w \u2212 + l \u5927\u65bc l \uff0ct+1 \u6642\u9593\u8abf\u6574\u90e8 \u5206\u6587\uf906\u5e8f\uf99c\u70ba n w \u2212 + l \u500b\uf9fa\u614b\u3002 \u56e0\u6b64\uff0c\u85c9\u7531\u53ef\u9760\uf937\u5f91\u4f30\u6e2c\u548c\u4e0a\u8ff0\u641c\u5c0b\u7a7a\u9593\u7684\u8abf\u6574\uff0c\u6211\u5011\u5c31\u53ef\u4ee5\u5faa\u5e8f\u7684\u4ee5\u90e8\u5206\u8a9e\u97f3\u6587\uf906\u6821\u6e96\u5b8c \u6210\u5927\uf97e\uf99a\u7e8c\u8a9e\uf9be\u7684\u8a9e\u97f3\u6587\uf906\u6821\u6e96\u5de5\u4f5c\u3002\u5716\u4e94\u662f\u4ee5\u90e8\u5206\u641c\u5c0b\u7a7a\u9593\uf92d\u6db5\u84cb\u6574\u9ad4\u641c\u5c0b\u7a7a\u9593 ( ) K T , \u0393 \u7684\u6700 \u4f73\uf937\u5f91\u793a\u610f\u5716\u3002\u4ee5\u904e\u53bb\u50b3\u7d71\u4f5c\u6cd5\u9032\ufa08\u8a9e\u97f3\u6587\uf906\u6821\u6e96\uff0c\u9700\u8981\u5c0d\u6574\u9ad4\u641c\u5c0b\u7a7a\u9593 ( ) K T , \u0393 \u505a\u904b\u7b97\u4e4b\u5f8c\u624d \u5f97\u4ee5\u6c7a\u5b9a\u6574\u9ad4\u641c\u5c0b\u7a7a\u9593\u7684\u6700\u4f73\uf937\u5f91\uff0c\u4ee5\u672c\u6587\u6240\u4ecb\u7d39\u7684\u65b9\u6cd5\u5247\u53ef\u4ee5\uf96d\u53bb\u5982\u5716\u4e94\u7070\u8272\u5340\u9593\u7684\u904b\u7b97\uf97e\u3002 \u7576\u6574\u9ad4\u641c\u5c0b\u7a7a\u9593\uf967\u5927\u6642\uff0c\u672c\u6587\u4f5c\u6cd5\u8207\u50b3\u7d71\u4f5c\u6cd5\u6240\u9700\u7684\u904b\u7b97\uf97e\u6216\u8a31\u5dee\uf962\uf967\u5927\uff0c\u4f46\u662f\u7576\u6574\u9ad4\u641c\u5c0b\u7a7a\u9593 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( 2 1 l s s s S = \uff0c\u4e26\u521d\u59cb\u6587\uf906\uf9fa\u614b\u5e8f\uf99c\u7684\u6a5f\uf961\u5206\uf969 { } ) ( ),..., ( ), ( 1 2 1 1 1 l s s s \u03b4 \u03b4 \u03b4 \u70ba\u6975\u5c0f\u503c\uff1b 2. \u5faa\u5e8f\u53d6\u51fa\u6bcf\u4e00\u8a9e\u97f3\u97f3\u6846t\u9032\ufa08\u4e0b\uf99c\u6b65\u9a5f\uff1a 2.1 \u4f9d\u7167Eq.(2)\uff0c\u4f46\u9650\u5236 l \u2264 \u2264 i 1 \u548c l \u2264 \u2264 j 1 ,\u6c7a\u5b9a\u6bcf\u4e00\u6587\uf906\uf9fa\u614b\u5e8f\uf99c\u7684\u6a5f\uf961\u5206\uf969 { } ) ( ),..., ( ), ( 2 1 l s s s t t t \u03b4 \u03b4 \u03b4 ,\u4e26\u7d00 \uf93f\u5176\u524d\u4e00\u8a9e\u97f3\u97f3\u6846t-1\u7684\u6700\u4f73\uf9fa\u614b\u4f4d\u7f6e\uff1b 2.2 \u4f9d\u7167\u6a5f\uf961\u5206\uf969\u9078\u51faN\u500b\u5177\u6709\u8f03\u5927\u6a5f\uf961\u5206\uf969\u7684\u6587\uf906\uf9fa\u614b\uff1b 2.3 \u4ee5t\u548cN\u500b\u5177\u6709\u8f03\u5927\u6a5f\uf961\u5206\uf969\u7684\u6587\uf906\uf9fa\u614b\u9032\ufa08\u56de\u6eaf, \u6c42\u51fa\uf937\u5f91\u7684\u4ea4\u6703\u9ede ( ) n s , \u03c4 \u03d5 \uff1b 2.4.1 \uf974 ( ) n s , \u03c4 \u03d5 \u975e\u90e8\u5206\u641c\u5c0b\u7a7a\u9593\u7684\u539f\u9ede ( ) 1 , 1 s \u03d5 \uff0c\u5247\u7531 ( ) n s , \u03c4 \u03d5 \u56de\u6eaf\u81f3 ( ) 1 , 1 s \u03d5 \u7684\uf937\u5f91\u70ba\u53ef\u9760\uf937\u5f91\uff0c\u8f38\u51fa \u53ef\u9760\uf937\u5f91\uf969\u64da\uff0c\u4f9d\u7167\u90e8\u5206\u641c\u5c0b\u7a7a\u9593\u8abf\u6574\u4e8c\uff0c\u91cd\u8a2d\u90e8\u5206\u6587\uf906\uf9fa\u614b\u5e8f\uf99c\uff0c\u4e26\u521d\u59cb\u6587\uf906\uf9fa\u614b\u5e8f\uf99c\uf9e8\u65b0 \u589e\u52a0\uf9fa\u614b\u7684\u6a5f\uf961\u5206\uf969\u70ba\u6975\u5c0f\u503c\uff1b 2.4 \u53ef\u9760\uf937\u5f91\u8cc7\u8a0a\u7d00\uf93f\u548c\u641c\u5c0b\u7a7a\u9593\u8abf\u6574\uff1a 2.4.2 \uf974 ( ) n s , \u03c4 \u03d5 \u70ba\u90e8\u5206\u641c\u5c0b\u7a7a\u9593\u7684\u539f\u9ede ( ) 1 , 1", "cite_spans": [], "ref_spans": [], "eq_spans": [], "section": "", "sec_num": null } ], "back_matter": [], "bib_entries": { "BIBREF0": { "ref_id": "b0", "title": "Fundamentals of Speech Recognition", "authors": [ { "first": "L", "middle": [], "last": "Rabiner", "suffix": "" }, { "first": "Juang B.-H", "middle": [], "last": "", "suffix": "" } ], "year": 1993, "venue": "", "volume": "", "issue": "", "pages": "339--340", "other_ids": {}, "num": null, "urls": [], "raw_text": "Rabiner L. and Juang B.-H., \"Fundamentals of Speech Recognition,\" New Jersey, Prentice-Hall International, 1993, pp. 339-340.", "links": null }, "BIBREF1": { "ref_id": "b1", "title": "Automatic Generation of Hyperlinks Between Audio and Transcript", "authors": [ { "first": "J", "middle": [], "last": "Robert-Ribes", "suffix": "" }, { "first": "R", "middle": [ "G" ], "last": "Mukhtar", "suffix": "" } ], "year": 1997, "venue": "Eurospeech", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Robert-Ribes J. and Mukhtar R.G., \"Automatic Generation of Hyperlinks Between Audio and Transcript,\" Eurospeech, 1997.", "links": null }, "BIBREF2": { "ref_id": "b2", "title": "A Recursive Algorithm for the Forced Alignment of Very Long Audio Segments", "authors": [ { "first": "P", "middle": [ "J" ], "last": "Moreno", "suffix": "" }, { "first": "C", "middle": [], "last": "Joerg", "suffix": "" }, { "first": "J.-M", "middle": [], "last": "Van Thong", "suffix": "" }, { "first": "Glickman", "middle": [ "O" ], "last": "", "suffix": "" } ], "year": 1998, "venue": "ICSLP", "volume": "", "issue": "", "pages": "", "other_ids": {}, "num": null, "urls": [], "raw_text": "Moreno P.J., Joerg C., Van Thong J.-M., and Glickman O., \"A Recursive Algorithm for the Forced Alignment of Very Long Audio Segments,\" ICSLP, 1998.", "links": null }, "BIBREF3": { "ref_id": "b3", "title": "MAT -A Project to Collect Mandarin Speech Data Through Networks in Taiwan", "authors": [ { "first": "H.-C", "middle": [], "last": "Wang", "suffix": "" } ], "year": 1997, "venue": "Computational Linguistics and Chinese Language Processing", "volume": "2", "issue": "", "pages": "73--89", "other_ids": {}, "num": null, "urls": [], "raw_text": "Wang H.-C., \"MAT -A Project to Collect Mandarin Speech Data Through Networks in Taiwan,\" Computational Linguistics and Chinese Language Processing, Vol. 2, No. 1, pp. 73-89, 1997.", "links": null } }, "ref_entries": { "TABREF2": { "text": "Windows 2000)\uff0c4 \u7d44\u8a9e\uf9be\u5eab\ufa26\u53ef\u4ee5\u5728 1 \u500b\u5be6\u9ad4\u6642\u9593\u5167(RT\uff0cReal Time)\u5b8c\u6210\ufa00\u5272(N=40 \u7d04 0.6 RT \u5b8c\u6210\uff0cN=80 \u7d04 0.98 RT \u5b8c\u6210)\u3002", "content": "
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4.2. \u8072\u5b78\u6a21\u578b
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\u542b\u90e8\u5206\u6587\uf906\u5e8f\uf99c\u6700\u5f8c\u4e00\u500b\uf9fa\u614b\uff0c\u4f9d\u7167\u90e8\u5206\u641c\u5c0b\u7a7a\u9593\u8abf\u6574\u4e00\uff0c\u52a0\u5927\u90e8\u5206\u6587\uf906\uf9fa\u614b\u5e8f\uf99c\uff0c\u4e26\u521d\u59cb\u6587 4.3. \u5be6\u9a57\u689d\u4ef6\u8a2d\u5b9a\u548c\u8a9e\u97f3\u908a\u754c\u5075\u6e2c
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2.5 \uf974\u5c1a\u6709\u8a9e\u97f3\u4fe1\u865f, \u91cd\u8907\u9032\ufa082.1\u81f32.4\u6b65\u9a5f\uff1b \uf967\u52a0\u80cc\u666f\u97f3\uf914\u7684\u8a9e\uf9be(DB1, DB2) \uff0c\u6211\u5011\u4ee5N=40\uf92d\u4f30\u6e2c\u53ef\u9760\uf937\u5f91\u3002\u52a0\uf9ba\u80cc\u666f\u97f3\uf914\u7684\u8a9e\uf9be(DB1+MU,
3. \u5269\u9918\u7684\u90e8\u5206\u641c\u5c0b\u7a7a\u9593\u4ee5\u90e8\u5206\u641c\u5c0b\u7a7a\u9593\u7684\u8a9e\u97f3\u4fe1\u865f\u7d42\u9ede\u548c\u6587\uf906\uf9fa\u614b\u5e8f\uf99c\u7d42\u9ede\u9032\ufa08\u56de\u6eaf, \u6c42\u51fa\u5176\u6700\u4f73\uf937\u5f91\u4e26\u8f38 DB2+MU) \uff0c\u5247\u4ee5N=80\uf92d\u4f30\u6e2c\u53ef\u9760\uf937\u5f91\u3002
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4. \u5be6\u9a57\u8207\u7d50\u679c\u8a0e\uf941 \u7b2c\u4e00\uf906\u8a9e\u97f3\u7684\u8d77\u9ede\u908a\u754c\u548c\u6700\u5f8c\u4e00\uf906\u8a9e\u97f3\u7684\u7d42\u9ede\u908a\u754c\ufa26\u4ee5\uf967\u5305\u62ec\u975c\u97f3\u90e8\u5206\u70ba\u5176\u908a\u754c\u3002
4.1. \u6e2c\u8a66\u8a9e\uf9be 4.4. \u7d50\u679c\u8207\u8a0e\uf941
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\u8a9e\uf9be\u4e00(DB1) \uff1a\uf92d\u81ea\u5de5\u7814\u9662\u7684104\u81ea\u52d5\u7e3d\u6a5f\u7cfb\u7d71[4]\u6240\u8490\u96c6\u7684\u4eba\u540d\u8a9e\u97f3\uff0c\u9019\u4e9b\u8a9e\u97f3\ufa26\u662f\u4ee58 KHz\u3001 \u548cDB2+MU\u53ef\u5f97\u5230842\u500b\u908a\u754c\u3002\u5716\u4e03\u986f\u793a4\u7d44\u8a9e\uf9be\u9032\ufa08\u8a9e\u97f3\u6587\uf906\u6821\u6e96\u4e4b\u5f8c\u5f97\u5230\u7684\u908a\u754c\u8207\u6b63\u78ba\u908a\u754c\u5728\uf967
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\u5b58\u3002\u6211\u5011\u53d6\u51fa\u5176\u4e2d4\u6bb5\u97f3\u8ecc\uff0c\u4e26\u4e14\u5c07\u8a9e\u97f3\u683c\u5f0f\u8f49\u63db\u70ba8 KHz\u300116-bit\u3001Mono\u683c\u5f0f\uff0c\u4e4b\u5f8c\uff0c\u5c07\u9019 \ufa01\u7684\u80cc\u666f\u97f3\uf914\u6642\uff0c\u6bcf\u4e00\uf906\u8a9e\u97f3\u7684SNR\u5c31\uf967\u4e00\u5b9a\u662f\u6211\u5011\u6240\u8a2d\u5b9a\u768410 dB\u3002\u800cDB2\u4fc2\uf92d\u81ea\u6559\u5b78\u7528\u7684\u8a9e\u97f3
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\u5206\u6210421\uf906\uff0c\u4e4b\u5f8c\uff0c\u5982\u8a9e\uf9be\u4e00\u7684\u8655\uf9e4\u65b9\u5f0f\uff0c\u63d2\u5165\u5206\u9694\u7b26\u865f\u65bc\uf906\u5b50\u8207\uf906\u5b50\u4e4b\u9593\uff0c\u4e26\u5206\u5225\u5b9a\u51fa\u6bcf \u8f03\u70ba\u5e73\u5747\u7684\uff0c\u9019\u4e5f\u4f7f\u5f97DB2+MU\u7684SNR\u6574\u9ad4\u4e0a\u8f03\u63a5\u8fd1\u65bc\u6211\u5011\u6240\u8a2d\u5b9a\u768410 dB\u3002\u56e0\u6b64\uff0cDB1+MU\u7684\u8a9e\u97f3\u689d
\u4e00\uf906\u8a9e\u97f3\u7684\u8a9e\u97f3\u8d77\u9ede\u548c\u7d42\u9ede\u908a\u754c\u548c\u5176\u6240\u5c0d\u61c9\u9577\uf905\u8a9e\u97f3\u7684\u7d55\u5c0d\u4f4d\u7f6e\u4f5c\u70ba\u6b63\u78ba\u7684\u908a\u754c\u4f4d\u7f6e\uff0c\u5171\u5305 \u4ef6\u986f\u7136\u8f03DB2+MU\u5dee\u4e00\u4e9b\uff0c\u4e5f\u4f7f\u5f97\u5176\u908a\u754c\u932f\u8aa4\uf961\u8f03\u9ad8\u3002
\u542b842\u500b\u908a\u754c\u3002 \u5716\u516b\u662f 4 \u7d44\u8a9e\uf9be\u7684\u6bd4\u5c0d\uf98c\u7a0b\uff0c\u5728 N=40 \u7684\u689d\u4ef6\u4e0b\uff0cDB1 \u548c DB2 \u6bcf\u79d2\u7d04\u8655\uf9e4 20 \u500b\u97f3\u7bc0\uff0c\u4f54\u6574\u9ad4
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