Anomaly Detection: Algorithms, Explanations, Applications

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Published 2018-04-05

Anomaly detection is important for data cleaning, cybersecurity, and robust AI systems. This talk will review recent work in our group on (a) benchmarking existing algorithms, (b) developing a theoretical understanding of their behavior, (c) explaining anomaly "alarms" to a data analyst, and (d) interactively re-ranking candidate anomalies in response to analyst feedback. Then the talk will describe two applications: (a) detecting and diagnosing sensor failures in weather networks and (b) open category detection in supervised learning.

See more at www.microsoft.com/en-us/research/video/anomaly-det…

All Comments (21)

@colouredtime 6 years ago

Thank you for sharing, very interesting lecture. Slides should be shown more often; it is difficult to follow the discussion without seeing the slides.
@malharjajoo7393 4 years ago

Applications start at 1:02:08. Especially 1:06:50 - Open category classification
@geoffreyanderson4719 5 years ago

This is a nice intro to AD theory. Viewers need to see the slideshow more than the instructor himself though. Videographer please take note.
@shawn-jung 2 years ago

Thank you for sharing the session video!
@qrubmeeaz 5 years ago

Great talk. Thank you.
@diegocerda6185 5 years ago

Muy bueno, muchas gracias.
@anryxas1 3 years ago

Very interesting area of ML. Thank you for the video
@MrChirros 4 years ago

Very difficult to follow without slides. You need to show them more frequently and longer.
@trustmebaz 5 years ago

Thank you for sharing
@loicverbeke216 3 years ago

Is there a link where I can find the slides of the presentation ?
@_N0_0ne 1 year ago

Thank you kindly
@benjaminstk 1 year ago

good presentation!
@usamarahman6178 3 years ago

the lecture was really good but either show the slides, or atleast share the slides
@user-vj2ik8mf1m 9 months ago

Where can one find the paper on this(if there is one)?
@wei-chunlee7140 2 years ago

These talks are great, but showing slides are usually more useful...
@alwaaffa 1 year ago

You can help me with a master’s thesis for my software part (coding) in Python?
@rvmods 6 years ago

Thanks for share.
@sau002 5 years ago

Where are the slides? They are very important. Becomes hard to follow the speaker.
@thecrabempire5767 5 years ago

you just have to have a bolt
@trucllii3537 5 years ago

Loda 51:20