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Real-World Learning with Markov Logic Networkselp from people. This requires automating the data cleaning and integration process, handling multiple types of objects and relations at once, and easily incorporating domain knowledge. In this talk, I describe how we are pursuing these aims using Markov logic networks, a representation that combine载货清单 发表于 2025-3-26 12:09:23
Strength in Diversity: The Advance of Data Analysiss. As a consequence of the development of the computer, things have changed dramatically and now there are several such disciplines, including machine learning, pattern recognition, and data mining. This paper looks at some of the similarities and some of the differences between these disciplines, n在驾驶 发表于 2025-3-26 13:46:15
Filtered Reinforcement Learningment has been done in one of two ways: uniformly, or using a discounting model that assigns exponentially more credit to recent actions. This paper demonstrates an alternative approach to temporal credit assignment, taking advantage of exact or approximate prior information about correct credit assiSynchronism 发表于 2025-3-26 18:19:18
Applying Support Vector Machines to Imbalanced Datasets limited when it is applied to the problem of learning from imbalanced datasets in which negative instances heavily outnumber the positive instances (e.g. in gene profiling and detecting credit card fraud). This paper discusses the factors behind this failure and explains why the common strategy of咒语 发表于 2025-3-26 22:02:31
Sensitivity Analysis of the Result in Binary Decision Trees we compute the distance of a case from the decision surface. This distance measures the sensitivity of the result to a change in the input data. With a different distance it is also possible to measure the sensitivity of the result to small changes in the tree. The distance from the decision surfac衍生 发表于 2025-3-27 03:02:29
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