iEDeaL: A Deep Learning Framework for Detecting Highly Imbalanced Interictal Epileptiform Discharges

Summary: Introduces iEDeaL: a compact SC neural architecture operating on raw EEG time series plus SaSu, a loss that directly optimizes Fβ to handle extreme class imbalance in interictal epileptiform discharge (IED) detection. Shows improved accuracy and efficiency on two real-world imbalanced IED datasets versus spectrogram- and DL-based baselines. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13306
Venue: VLDB
Year: 2023
Pagerank: 4.3648789e-05
Overall Rank: 9,254 | 35.69%
DOI: 10.14778/3570690.3570698

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,082	Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series	2023	VLDB	6.4601453e-05
7,090	Dumpy: A Compact and Adaptive Index for Large Data Series Collections	2023	SIGMOD	4.8318862e-05
9,208	Odyssey: A Journey in the Land of Distributed Data Series Similarity Search	2023	VLDB	4.3693005e-05
9,233	LeaFi: Data Series Indexes on Steroids with Learned Filters	2025	SIGMOD	4.3648789e-05
10,609	Less is More: Efficient Time Series Dataset Condensation via Two-fold Modal Matching	2025	VLDB	4.1905499e-05
13,189	ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series	2024	VLDB	-

Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
2,831	Smile: A System to Support Machine Learning on EEG Data at Scale	2019	VLDB	8.0485807e-05
5,747	Hercules Against Data Series Similarity Search	2022	VLDB	5.3427166e-05
7,090	Dumpy: A Compact and Adaptive Index for Large Data Series Collections	2023	SIGMOD	4.8318862e-05
9,336	dCAM: Dimension-wise Class Activation Map for Explaining Multivariate Data Series Classification	2022	SIGMOD	4.351469e-05

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