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Algorithms that ignore the multiple instance problem perform very poorly.
This paper describes and compares three kinds of algorithms that learn axis-parallel rectangles to solve the multiple instance problem.
An algorithm that directly confronts the multiple instance problem (by attempting to identify which feature vectors are responsible for the observed classifications) performs best, giving 89% correct predictions on a musk odor prediction task.
The multiple instance problem arises in tasks where the training examples are ambiguous: a single example object may have many alternative feature vectors (instances) that describe it, and yet only one of those feature vectors may be responsible for the observed classification of the object.
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– Using multiple forms and modes to gamble is not unique to Internet problem gamblers, for instance, problem gamblers report frequenting multiple gambling venues more often than at-risk or non-problem gamblers.
The relative distance between individuals has been further explored by Sener and İkizler [21], who formulate interaction detection as a multiple-instance learning problem because not all frames in an interaction are considered informative.
In this article, we present a novel formulation of the binding site prediction problem that is based on the framework of multiple instance learning (MIL; Dietterich et al., 1997).
Users get load balancing, multiple instance scaling and failover to different infrastructures in case of problems.
Multiple Instance Learning (MIL) has become an important topic in the pattern recognition community, and many solutions to this problem have been proposed until now.
A total of 239 instances of usability issues, including multiple instances of the same problem, were recorded: 65 (27%) in navigation, 145 (61%) in content comprehension and completeness, 25 (10%) in socio-cultural appropriateness, and 4 (2%) in proxy user problems (Table 3).
This summer, FTA inspectors found multiple instances in which track problems were ignored, even after they had been highlighted on daily inspection sheets.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com