… First, we cover traditional methods of text classification, such as Rocchio … The first term
in Equation (1) improves the recall while the second term improves the precision of the word …

… This study addresses topic-based classification based on the … of preprocessing methods
can improve the accuracy results … improved the classification accuracy in most of the cases, …

… Sophisticated techniques can additively improve the accuracy baseline for different … and
lower case and the modification of punctuation. The highest absolute accuracy improvement by …

… However, to the best of our knowledge we cover a … all methods when increasing the number
of classes for content … Assuming text classification accuracy is comparable across music …

… On five text classification tasks, we show that EDA improves … ing set achieved the same
accuracy as normal training with all … We hope that EDA’s simplicity makes a compelling case for …

… of improving the performance of text categorization algorithms … -based measure, which takes
into account three cases when … and accurate techniques for text categorization, as described …

… The increasing amount of digitized text from sources such as … reviews improves the value
of text classification [1], [2], [3]. … accuracy is small and is used to measure different aspects of …

… To this end, we start at the instance level and compute the Average Precision (AP) of
produced … In this case, we test whether instances with similar rationales also receive similar …

… more accurate computerized retrieval of relevant cases [18], lesion subtype categorization
[19], … , particularly for the cases with larger oversampling rates, ie, the subordinate classes with …

… can also improve the performance in this type of case, as … improve the results, researchers
used sampling techniques … insufficient in many cases, and a prompt and accurate diagnosis of …