Essays about: "Local Interpretable Model-Agnostic Explanations LIME"

Showing result 6 - 10 of 12 essays containing the words Local Interpretable Model-Agnostic Explanations LIME.

  1. 6. Detection of plant diseases in tomato leaves : With focus on providing explainability and evaluating user trust

    University essay from Högskolan i Skövde/Institutionen för informationsteknologi

    Author : Nishanth Vijay; [2021]
    Keywords : ;

    Abstract : The transmission of diseases from unhealthy to healthy plants is one of the most disastrous threats to the agriculture industry. Diseases transferred spread like wild fire and have the potential to infest the whole farm if not detected early. READ MORE

  2. 7. Explainable AI techniques for sepsis diagnosis : Evaluating LIME and SHAP through a user study

    University essay from Högskolan i Skövde/Institutionen för informationsteknologi

    Author : Christian Norrie; [2021]
    Keywords : Explainable AI; local interpretable model-agnostic explanations; shapley additive explanations; sepsis;

    Abstract : Articial intelligence has had a large impact on many industries and transformed some domains quite radically. There is tremendous potential in applying AI to the eld of medical diagnostics. A major issue with applying these techniques to some domains is an inability for AI models to provide an explanation or justication for their predictions. READ MORE

  3. 8. Explainable Multimodal Fusion

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Jaweriah Alvi; [2021]
    Keywords : Multimodal; Explainability; Fusion; Interpretability; Multimodal; förklarbarhet; fusion; tolkbarhet;

    Abstract : Recently, there has been a lot of interest in explainable predictions, with new explainability approaches being created for specific data modalities like images and text. However, there is a dearth of understanding and minimal exploration in terms of explainability in the multimodal machine learning domain, where diverse data modalities are fused together in the model. READ MORE

  4. 9. The Contribution of Visual Explanations in Forensic Investigations of Deepfake Video : An Evaluation

    University essay from Umeå universitet/Institutionen för datavetenskap

    Author : Lisa Fjellström; [2021]
    Keywords : Deepfakes; Explainable AI; Local Interpretable Model-Agnostic Explanations LIME ; Forensic Investigations;

    Abstract : Videos manipulated by machine learning have rapidly increased online in the past years. So called deepfakes can depict people who never participated in a video recording by transposing their faces onto others in it. This raises the concern of authenticity of media, which demand for higher performing detection methods in forensics. READ MORE

  5. 10. Explainable AI methods for credit card fraud detection : Evaluation of LIME and SHAP through a User Study

    University essay from Högskolan i Skövde/Institutionen för informationsteknologi

    Author : Yingchao Ji; [2021]
    Keywords : Explainable AI; Local Explanations; Shapley Additive Explanations; Local Interpretable Model Agnostic Explanations; Credit Card Fraud Detection;

    Abstract : In the past few years, Artificial Intelligence (AI) has evolved into a powerful tool applied in multi-disciplinary fields to resolve sophisticated problems. As AI becomes more powerful and ubiquitous, oftentimes the AI methods also become opaque, which might lead to trust issues for the users of the AI systems as well as fail to meet the legal requirements of AI transparency. READ MORE