2 citations · 2 across the 1 of their papers we have counts for
3 papers
Learning under Localized Minority Imbalance
Amin Hosseininasab, Steven M. Shugan
Class-imbalance methods implicitly assume that the minority class is uniformly undersampled relative to the majority class. However, in many real-world settings, minority instances…
Memory-Efficient Sequential Pattern Mining with Hybrid Tries
Amin Hosseininasab, Willem-Jan van Hoeve, Andre A. Cire
This paper develops a memory-efficient approach for Sequential Pattern Mining (SPM), a fundamental topic in knowledge discovery that faces a well-known memory bottleneck for large…
Constraint-based Sequential Pattern Mining with Decision Diagrams
Amin Hosseininasab, Willem-Jan van Hoeve, Andre A. Cire
Constrained sequential pattern mining aims at identifying frequent patterns on a sequential database of items while observing constraints defined over the item attributes. We intro…