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Detecting Anomalies in Multivariate Data Sets with Switching Sequences and Continuous Streams
The world-wide aviation system is one of the most complex dynamical systems ever developed and is generating data at an extremely rapid rate. Most modern commercial aircraft record several hundred flight parameters including information from the guidance, navigation, and control systems, the avionics and propulsion systems, and the pilot inputs into the aircraft. These parameters may be continuous measurements or binary or categorical measurements recorded in one second intervals for the duration of the flight. Currently, most approaches to aviation safety are reactive, meaning that they are designed to react to an aviation safety incident or accident. Here, we discuss a novel approach based on the theory of multiple kernel learning to detect potential safety anomalies in very large data bases of discrete and continuous data from world-wide operations of commercial fleets. We pose a general anomaly detection problem which includes both discrete and continuous data streams, where we assume that the discrete streams have a causal influence on the continuous streams. We also assume that atypical sequence of events in the discrete streams can lead to off-nominal system performance. We discuss the application domain, novel algorithms, and also briefly discuss results on synthetic and real-world data sets. Our algorithm uncovers operationally significant events in high dimensional data streams in the aviation industry which are not detectable using state of the art methods.
CASSINI RSS RAW DATA SET - TIGR16 V1.0
The Cassini Radio Science Titan Gravity Science Experiment (TIGR16) Raw Data Archive is a time-ordered collection of radio science raw data acquired on February 17, 18 and 19, 2011, during he Cassini Extended-Extended Mission.
CASSINI RSS RAW DATA SET - ENOC1 V1.0
The Cassini Radio Science Enceladus Occultation Experiment (ENOC1) Raw Data Archive is a time-ordered collection of radio science raw data acquired on September 15, 2006, during the Tour subphase of the Cassini mission.
CASSINI RSS RAW DATA SET - SCC7 V1.0
The Cassini Radio Science Solar Corona Characterization Experiment (SCC7) Raw Data Archive is a time-ordered collection of radio science raw data acquired from October 1 to October 13, 2010, during the Cassini Extended Mission.
CASSINI RSS RAW DATA SET - SROC11 V1.0
The Cassini Radio Science Saturn Ring and Atmospheric Occultation experiments (SROC11) Raw Data Archive is a time-ordered collection of radio science raw data acquired on January 26-27, 2010, during the Cassini Extended Mission.
NEAR EROS RADIO SCIENCE DATA SET - EROS/ORBIT V1.0
The NEAR Eros Radio Science Data Set is a time-ordered collection of raw and partially processed data collected during the NEAR orbital mapping of the asteroid 433 Eros.
CASSINI RSS RAW DATA SET - TIGR14 V1.0
The Cassini Radio Science Titan Gravity Science Experiment (TIGR14) Raw Data Archive is a time-ordered collection of radio science raw data acquired on April 3, 5, June 21 and 23, 2009, during he Cassini Extended Mission.
CASSINI RSS RAW DATA SET - SAGR1 V1.0
The Cassini Radio Science Saturn Gravity Science Enhancement Experiment (SAGR1) Raw Data Archive is a time-ordered collection of radio science raw data acquired on May 2, May 4, June 6, June 9, June 26 and June 27, 2005 during the Tour subphase of the Cassini mission.
CASSINI RSS RAW DATA SET - DIGR4 V1.0
The Cassini Radio Science Rhea Gravity Science Experiment (DIGR4) Raw Data Archive is a time-ordered collection of radio science raw data acquired on June 15, 16 and 17, 2015, during the Cassini Extended Extended Mission.
CASSINI RSS RAW DATA SET - ENGR6 V1.0
The Cassini Radio Science Enceladus Gravity Science Experiment (ENGR6) Raw Data Archive is a time-ordered collection of radio science raw data acquired on April 27 and 28, 2010, during he Cassini Extended Mission.
CASSINI RSS RAW DATA SET - SROC23 V1.0
The Cassini Radio Science Saturn Ring and Atmospheric Occultation experiments (SROC23) Raw Data Archive is a time-ordered collection of radio science raw data acquired on November 2, 12, 28, and on December 5 and 19, 2016, during the Cassini Extended Extended Mission.
CASSINI RSS RAW DATA SET - SROC20 V1.0
The Cassini Radio Science Saturn Ring and Atmospheric Occultation experiments (SROC20) Raw Data Archive is a time-ordered collection of radio science raw data acquired on July 6, August 8, and September 1, 2013, during the Cassini Extended Extended Mission.
MARS GLOBAL SURVEYOR RAW DATA SET - CRUISE V1.0
The Mars Global Surveyor (MGS) Radio Science (RS) Raw Data Archive (RDA) is a time-ordered collection of raw and partially processed data collected during the MGS Mission to Mars. For more information on the investigations proposed see [TYLERETAL1992].
CASSINI RSS RAW DATA SET - ENGR7 V1.0
The Cassini Radio Science Enceladus Gravity Science Experiment (ENGR7) Raw Data Archive is a time-ordered collection of radio science raw data acquired on November 29 and 30, 2010, during he Cassini Extended Mission.
CASSINI RSS RAW DATA SET - SROC24 V1.0
The Cassini Radio Science Saturn Ring and Atmospheric Occultation experiments (SROC24) Raw Data Archive is a time-ordered collection of radio science raw data acquired on January 2, 10, 17, and on March 22, 2017, during the Cassini Extended Extended Mission.
CASSINI RSS RAW DATA SET - SAGR6 V1.0
The Cassini Radio Science Saturn Gravity Science Experiment (SAGR6) Raw Data Archive is a time-ordered collection of radio science raw data acquired on January 14, February 7, 9, and March 31, 2008, during the Tour subphase of the Cassini mission.
CASSINI RSS RAW DATA SET - TIGR19 V1.0
The Cassini LGA Radio Science Titan Gravity Science Experiment (TIGR19) Raw Data Archive is a time-ordered collection of radio science raw data acquired on March 16, 2015, during the Cassini Extended Extended Mission.
CASSINI RSS RAW DATA SET - SAGR7 V1.0
The Cassini Radio Science Saturn Gravity Science Experiment (SAGR7) Raw Data Archive is a time-ordered collection of radio science raw data acquired on April 2, May 17, June 8, 9, 14, 16, 21 and 29, 2008, during the Tour subphase of the Cassini mission.
CASSINI RSS RAW DATA SET - TIGR2 V1.0
The Cassini Radio Science TItan Gravity Science Enhancement Experiment (TIGR2) Raw Data Archive is a time-ordered collection of radio science raw data acquired on October 27, 29, December 25, 27, and 28, 2005 during the Tour subphase of the Cassini mission. DATA_SET_DESC =
CASSINI RSS RAW DATA SET - SCC14 V1.0
The Cassini Radio Science Solar Corona Characterization Experiment (SCC14) Raw Data Archive is a time-ordered collection of radio science raw data acquired from November 26 to December 25, 2016, during the Cassini Extended Mission.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.