ML Research Wiki / Benchmarks / Unsupervised Anomaly Detection / Vehicle Claims

Vehicle Claims

Unsupervised Anomaly Detection Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: AUC

Top Performing Models

Rank	Model	Paper	AUC	Date	Code
1	SOM	Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings	65.43	2022-10-25	📦 ajaychawda58/uadad
2	Isolation Forest	Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings	59.42	2022-10-25	📦 ajaychawda58/uadad
3	Latent Outlier Exposure	Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings	58.59	2022-10-25	📦 ajaychawda58/uadad
4	NeuTraL-AD	Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings	57.03	2022-10-25	📦 ajaychawda58/uadad
5	RSRAE	Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings	55.38	2022-10-25	📦 ajaychawda58/uadad
6	SOM-DAGMM	Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings	53.82	2022-10-25	📦 ajaychawda58/uadad
7	Local Outlier Factor	Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings	52.86	2022-10-25	📦 ajaychawda58/uadad
8	One Class Support Vector Machines	Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings	51.68	2022-10-25	📦 ajaychawda58/uadad
9	DAGMM	Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings	51.22	2022-10-25	📦 ajaychawda58/uadad

All Papers (9)

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

2022

SOM

ajaychawda58/uadad

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

2022

Isolation Forest

ajaychawda58/uadad

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

2022

Latent Outlier Exposure

ajaychawda58/uadad

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

2022

NeuTraL-AD

ajaychawda58/uadad

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

2022

RSRAE

ajaychawda58/uadad

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

2022

SOM-DAGMM

ajaychawda58/uadad

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

2022

Local Outlier Factor

ajaychawda58/uadad

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

2022

One Class Support Vector Machines

ajaychawda58/uadad

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

2022

DAGMM

ajaychawda58/uadad

Vehicle Claims

Performance Over Time

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Top Performing Models

All Papers (9)

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Unsupervised Anomaly Detection for Auditing Data and Impact of Categorical Encodings

Model	Paper	AUC	Date
SOM	Unsupervised Anomaly Detection for Auditing Data …	65.43	2022-10-25
Isolation Forest	Unsupervised Anomaly Detection for Auditing Data …	59.42	2022-10-25
Latent Outlier Exposure	Unsupervised Anomaly Detection for Auditing Data …	58.59	2022-10-25
NeuTraL-AD	Unsupervised Anomaly Detection for Auditing Data …	57.03	2022-10-25
RSRAE	Unsupervised Anomaly Detection for Auditing Data …	55.38	2022-10-25
SOM-DAGMM	Unsupervised Anomaly Detection for Auditing Data …	53.82	2022-10-25
Local Outlier Factor	Unsupervised Anomaly Detection for Auditing Data …	52.86	2022-10-25
One Class Support Vector Machines	Unsupervised Anomaly Detection for Auditing Data …	51.68	2022-10-25
DAGMM	Unsupervised Anomaly Detection for Auditing Data …	51.22	2022-10-25