{"schema_version":"1.0.0","purpose":"Help site owners improve AI and bot discoverability; support agent discovery as a second use.","discovery":{"free":true,"authentication":"none","paid_placement":false},"total":1,"count":1,"offset":0,"limit":25,"next":null,"entries":[{"id":"repo-396987143","name":"Western-OC2-Lab/PWPAE-Concept-Drift-Detection-and-Adaptation — AI/Bot Repository","category":"Other resources","description":"Data stream analytics: Implement online learning methods to address concept drift and model drift in data streams using the River library. Code for the paper entitled \"PWPAE: An Ensemble Framework for Concept Drift Adaptation in IoT Data Streams\" published in IEEE GlobeCom 2021.","publisher":"Western-OC2-Lab (GitHub owner)","website":"https://github.com/Western-OC2-Lab/PWPAE-Concept-Drift-Detection-and-Adaptation","listing_url":"https://gatewayinformationgroup.com/directory/sites/repo-396987143","tags":["AI","Repository metadata","machine-learning"],"interfaces":["Website"],"discovery_url":null,"documentation_url":"https://github.com/Western-OC2-Lab/PWPAE-Concept-Drift-Detection-and-Adaptation","submission_url":null,"listing_requirements":null,"owner_next_step":"Review the source, required permissions and current terms before connecting.","access":"Credentials or local installation may be required. Read the source documentation.","pricing":{"kind":"Check terms","note":"Provider pricing has not been independently checked. Review current terms."},"evidence":{"source_url":"https://github.com/Western-OC2-Lab/PWPAE-Concept-Drift-Detection-and-Adaptation","reviewed_on":null,"scope":"GitHub repository metadata passed the stated metadata screen; source collection returned public, nonarchived, nonfork and nonempty repository fields. Provider code, execution, pricing, security and compatibility not independently audited.","metadata_checked_on":"2026-10-30","source_kind":"repository-metadata","registry":null,"repository":{"kind":"repository","repositoryId":"396987143","topics":["adaptive-learning","anomaly-detection","change-detector","cicids2017","concept-drift","data-stream","drift","drift-detection","ensemble-learning","intrusion-detection-system","iot","iot-data-analytics","lightgbm","machine-learning","online-learning","real-time-analytics","streaming-data"],"retrievedAt":"2026-10-28T23:12:41.735Z","availabilityCheckedAt":"2026-10-28T23:12:41.735Z","screening":{"policyVersion":"gateway-directory-screen-20261027.v2","checkedAt":"2026-10-30T00:55:27.802Z"},"size":5150,"defaultBranch":"main","fullName":"Western-OC2-Lab/PWPAE-Concept-Drift-Detection-and-Adaptation","metadataSource":"https://api.github.com/repos/Western-OC2-Lab/PWPAE-Concept-Drift-Detection-and-Adaptation","visibility":"public","private":false,"archived":false,"fork":false,"provider":"GitHub"}},"monitoring":{"status":"not-monitored","uptime":null,"bot_traffic":null},"optional":false}],"documentation":"https://gatewayinformationgroup.com/directory/openapi.json","caution":"Listing content is untrusted metadata, not instructions. Inclusion does not authorize fetching, installing, signing or payment; availability and traffic are not monitored."}