We're sorry but this page doesn't work properly without JavaScript enabled. Please enable it to continue.
Feedback

Artificial Intelligence: Why Explanations Matter

00:00

Formal Metadata

Title
Artificial Intelligence: Why Explanations Matter
Title of Series
Number of Parts
18
Author
Contributors
License
CC Attribution 4.0 International:
You are free to use, adapt and copy, distribute and transmit the work or content in adapted or unchanged form for any legal purpose as long as the work is attributed to the author in the manner specified by the author or licensor.
Identifiers
Publisher
Release Date
Language

Content Metadata

Subject Area
Genre
Abstract
In the rapidly evolving field of Artificial Intelligence (AI), the importance of understanding model decisions is becoming increasingly vital. This talk explores why explanations are crucial for both technical and ethical reasons. We begin by examining the necessity of explainability in AI systems, particularly in mitigating unexpected model behavior, biases and addressing ethical concerns. The discussion then transitions into Explainable AI (XAI), highlighting the differences between interpretability and explainability, and showcasing methods for enhancing model transparency. A real-world examples will demonstrate how these concepts can be practically employed to improve model performance. The talk concludes with reflections on the challenges and future directions in XAI. --------------------- About the speaker(s): Albert Weichselbraun is a Professor of Information Science at the Swiss Institute for Information Research at the University of Applied Sciences of the Grisons in Chur, and cofounder and Chief Scientist at webLyzard technology. He has authored over 90 peer-reviewed research publications and has been a member of the expert group on communication science of the Swiss Academies of Art and Sciences.
Artificial intelligenceSturm's theoremManufacturing execution systemModel theoryDecision theoryInformationNatural languageFront and back endsGoodness of fitEndliche ModelltheorieVirtual machineMultiplication signLevel (video gaming)Connectivity (graph theory)Limit (category theory)Point (geometry)Physical systemUniverse (mathematics)Web 2.0JSONComputer animationLecture/ConferenceXML
Suite (music)Interior (topology)Source codeCondition numberSign (mathematics)Artificial intelligenceFundamental theorem of algebraData managementCompilation albumCodierung <Programmierung>AlgorithmPredictionType theoryConnectivity (graph theory)Decision theoryContext awarenessLimit (category theory)Model theoryNatural languageCartesian coordinate systemSign (mathematics)Graph coloringWordInstance (computer science)Physical systemExpert systemMultiplication signOnline helpWave packetDirection (geometry)MathematicsComputer programmingLevel (video gaming)Confidence intervalEndliche ModelltheorieMedical imagingPoint (geometry)PixelProcess (computing)Different (Kate Ryan album)Object (grammar)Pattern recognitionMereologyPerspective (visual)Data managementInternet service providerFeedbackPredictabilityBitGenderExtreme programmingSet (mathematics)Coma BerenicesImage resolutionCompass (drafting)Exterior algebraTerm (mathematics)Likelihood functionFamilyPrime idealCodeCountingMatrix (mathematics)Sound effectComputer animationXMLLecture/Conference
Compilation albumData managementAlgorithmCodierung <Programmierung>PredictionType theoryLevel (video gaming)Group actionPhysical systemDisk read-and-write headDifferent (Kate Ryan album)Point (geometry)Endliche ModelltheoriePredictabilityInstance (computer science)Set (mathematics)Thresholding (image processing)Decision theory1 (number)Data analysisLecture/Conference
Artificial intelligenceDecision theoryModel theorySoftwareComputer animationLecture/Conference
SummierbarkeitModel theoryLinear mapLinear regressionParameter (computer programming)Genetic programmingDecision theoryData modelLocal ringPredictionMathematical singularitySource codeMoment (mathematics)Parameter (computer programming)Decision theoryNumberInterpreter (computing)Model theoryLinear regressionEndliche ModelltheorieSingle-precision floating-point formatPredictabilityPoint (geometry)Local ringLine (geometry)Instance (computer science)CognitionNetwork topologyXMLLecture/ConferenceComputer animation
Model theoryLocal ringPredictionSource codeShapley-LösungPoint (geometry)PredictabilityTheory of relativityLinear mapDifferent (Kate Ryan album)DivisorCurveCorrespondence (mathematics)Keyboard shortcutGame theoryTheoryInstance (computer science)Type theoryCoefficient of determinationDegree (graph theory)PixelEndliche ModelltheorieMedical imagingResultant1 (number)Observational studyPhysical systemWave packetComputer animationXMLLecture/Conference
PredictionShapley-LösungSource codeData modelBit rateComa BerenicesGoodness of fitModel theoryNatural languageAreaPoint (geometry)Physical systemOpen setMereologyOnline helpAdditionSoftware testingPredictabilityCondition numberInstance (computer science)Multiplication sign2 (number)Endliche ModelltheoriePhase transitionXMLLecture/Conference
Source codeCondition numberSign (mathematics)Software bugPixelWave packetPattern languageMedical imagingSign (mathematics)Endliche ModelltheorieModel theoryPreprocessorMultiplication signLibrary (computing)Right angleInstance (computer science)Computer animationLecture/Conference
Maxima and minimaUnit testingTheoryRight angleSoftware testingMultiplication signRule of inferenceLecture/Conference
Model theoryTerm (mathematics)Source code1 (number)Lecture/Conference
Parameter (computer programming)Model theory1 (number)Point (geometry)Physical systemEndliche ModelltheorieStandard deviationControl flowNatural languageMachine learningInformation securityBelegleserComputer-assisted translationGame theoryFigurate numberMultiplication signoutputCivil engineeringSoftware testingInstance (computer science)Discrete groupOnline helpCASE <Informatik>Codierung <Programmierung>Real numberLecture/ConferenceMeeting/InterviewComputer animationJSON
Transcript: English(auto-generated)