COOPERATIVE FILTERING METHOD, COOPERATIVE FILTERING DEVICE, COOPERATIVE FILTERING PROGRAM AND RECORDING MEDIUM WITH THE SAME PROGRAM RECORDED THEREON
PROBLEM TO BE SOLVED: To provide a cooperative filtering method, a cooperative filtering device, a cooperative filtering program and a recording medium with the program recorded thereon for predicting the unevaluated scores of a user with higher precision than a conventional manner. SOLUTION: In the...
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Format | Patent |
Language | English |
Published |
13.12.2007
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Abstract | PROBLEM TO BE SOLVED: To provide a cooperative filtering method, a cooperative filtering device, a cooperative filtering program and a recording medium with the program recorded thereon for predicting the unevaluated scores of a user with higher precision than a conventional manner. SOLUTION: In the cooperative filtering method for predicting the scores of the unevaluated items of a certain user by using an evaluation history including scores evaluated by a plurality of users with a discrete value for a plurality of items, an input data reading part 221 reads a matrix R as input data, a prediction score initial value calculation part 222 substitutes an initial value into the unevaluated scores of the matrix R, a prediction score updating part 223 predicts the unevaluated scores by decreasing the KL divergence of an evaluated score group and unevaluated score group, and a prediction score writing part 224 writes the acquired prediction scores in a storage means 4. COPYRIGHT: (C)2008,JPO&INPIT |
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AbstractList | PROBLEM TO BE SOLVED: To provide a cooperative filtering method, a cooperative filtering device, a cooperative filtering program and a recording medium with the program recorded thereon for predicting the unevaluated scores of a user with higher precision than a conventional manner. SOLUTION: In the cooperative filtering method for predicting the scores of the unevaluated items of a certain user by using an evaluation history including scores evaluated by a plurality of users with a discrete value for a plurality of items, an input data reading part 221 reads a matrix R as input data, a prediction score initial value calculation part 222 substitutes an initial value into the unevaluated scores of the matrix R, a prediction score updating part 223 predicts the unevaluated scores by decreasing the KL divergence of an evaluated score group and unevaluated score group, and a prediction score writing part 224 writes the acquired prediction scores in a storage means 4. COPYRIGHT: (C)2008,JPO&INPIT |
Author | UEDA SHUKO KUWATA SHUHEI |
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Snippet | PROBLEM TO BE SOLVED: To provide a cooperative filtering method, a cooperative filtering device, a cooperative filtering program and a recording medium with... |
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SubjectTerms | CALCULATING COMPUTING COUNTING DATA PROCESSING SYSTEMS OR METHODS, SPECIALLY ADAPTED FORADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORYOR FORECASTING PURPOSES PHYSICS SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE,COMMERCIAL, FINANCIAL, MANAGERIAL, SUPERVISORY OR FORECASTINGPURPOSES, NOT OTHERWISE PROVIDED FOR |
Title | COOPERATIVE FILTERING METHOD, COOPERATIVE FILTERING DEVICE, COOPERATIVE FILTERING PROGRAM AND RECORDING MEDIUM WITH THE SAME PROGRAM RECORDED THEREON |
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