Towards Better Performance in the Face of Input Uncertainty while Maintaining Interpretability in AI

QR Code

Towards Better Performance in the Face of Input Uncertainty while Maintaining Interpretability in AI

Uncertainty is a pervasive element of many real-world applications and very often existing sources of uncertainty (e.g. atmospheric conditions, economic parameters or precision of measurement devices) have a detrimental impact on the input and ultimately results of decision-support systems. Thus, th...

Full description

Bibliographic Details
Main Author:	Pekaslan, Direnc
Format:	Thesis (University of Nottingham only)
Language:	English
Published:	2021
Subjects:	Fuzzy Logic Systems Uncertainty Interpretability XAI artificial intelligence
Online Access:	https://eprints.nottingham.ac.uk/66082/

Similar Items

Towards designing and measuring interpretable hierarchical fuzzy systems
by: Razak, Tajul Rosli
Published: (2020)

Zakat allocation system using fuzzy logic / Siti Farah Nasehah Mukhlis
by: Siti Farah Nasehah, Mukhlis
Published: (2012)

Interpretability and complexity of design in the creation of fuzzy logic systems: a user study
by: Razak, Tajul Rosli, et al.
Published: (2018)

Performance measurement under increasing environmental uncertainty in the context of interval type-2 fuzzy logic based robotic sailing
by: Benatar, Naisan, et al.
Published: (2013)

Improved uncertainty capture for non-singleton fuzzy systems
by: Pourabdollah, Amir, et al.
Published: (2016)

Generative AI Glitches: The Artificial Everything
by: Srdarov, Suzanne, et al.
Published: (2024)

How can SMEs adopt AI for accounting processes in Singapore despite challenges like cost or technical expertise?
by: Leong, Pui Yie
Published: (2024)

AI and Anthropology - A Path away from Disenchantment and towards Re-enchantment
by: Collins, Harry
Published: (2022)

Type-2 fuzzy elliptic membership functions for modeling uncertainty
by: Kayacan, Erdal, et al.
Published: (2018)

Geospatial AI-based approach to assess the spatiotemporal suitability of onshore wind-solar farms in Iraq
by: Sachit, Mourtadha Sarhan Almushattat
Published: (2023)

Analysing fuzzy sets through combining measures of similarity and distance
by: McCulloch, Josie, et al.
Published: (2014)

Extending similarity measures of interval type-2 fuzzy sets to general type-2 fuzzy sets
by: McCulloch, Josie, et al.
Published: (2013)

Measuring the directional distance between fuzzy sets
by: McCulloch, Josie, et al.
Published: (2013)

A fuzzy directional distance measure
by: McCulloch, Josie, et al.
Published: (2014)

Fuzzy logic controller for roof sprinkler cooling system / Faizzudin Sahazudin , Nooraini Yusoff and Fadzilah Siraj
by: Yusoff, Nooraini, et al.
Published: (2018)

Developing touchscreen numeracy learning application for children with autism / Muhamad Fairus Kamaruzaman
by: Kamaruzaman, Muhamad Fairus
Published: (2018)

Dynamical fuzzy autocatalytic set of combustion process in circulating fluidized bed boiler using transition matrix / Hazwani Hashim
by: Hashim, Hazwani
Published: (2014)

3D object recognition using affine moment invariants and multiple adaptive network based fuzzy inference system / Muhammad Khusairi Osman … [et al.]
by: Osman, Muhammad Khusairi
Published: (2009)

Robust optimisation model for the cold food chain logistics problem under uncertainty
by: Behzadi, Golnar, et al.
Published: (2013)

Novel techniques for modelling uncertain human reasoning in explainable artificial intelligence
by: D'Alterio, Pasquale
Published: (2021)

Interval type-2 fuzzy sets in supplier selection
by: Turk, Seda, et al.
Published: (2014)

Advancing explainability in multivariate time series classification through generative models
by: Meng, Han
Published: (2024)

Comparison between fuzzy and non-fuzzy classification methods in the prediction of residential household water leakage / Nor Aishah Md Noh, Dr. Khairul Anwar Rasmani and Nur Rasyida Mohd Rashid
by: Md Noh, Nor Aishah, et al.
Published: (2013)

A fuzzy approach to portfolio selection at bursa Malaysia / Wan Rosanisah Wan Mohd
by: Wan Mohd, Wan Rosanisah
Published: (2014)

Universiti Teknologi MARA application system using modified neuro-fuzzy approach / Nor Eleena Yusoff
by: Yusoff, Nor Eleena
Published: (2014)

Two phase fuzzy multicriteria model to evaluate teaching / Mahmod Othman, Ku Ruhana Ku Muhamud and Azuraliza Abu Bakar
by: Othman, Mahmod, et al.
Published: (2006)

An aggregate fuzzy hazardous index for composite wastes
by: Musee, N., et al.
Published: (2006)

A neural fuzzy approach for well log and hydrocyclone data interpretation.
by: Wong, Kok W.
Published: (1999)

Explain the world --- towards leveraging causality in fuzzy rule based systems
by: Zhang, Te
Published: (2025)

Knowledge Representation for Potential Field of Study Recognition
by: Mappe, Santy, et al.
Published: (2013)

Elliptic membership functions and the modeling uncertainty in type-2 fuzzy logic systems as applied to time series prediction
by: Kayacan, Erdal, et al.
Published: (2017)

Malay speech recognition to determine emotion using fuzzy logic / Siti Nazirah Abd Rahim
by: Abd Rahim, Siti Nazirah
Published: (2013)

A fuzzy logic model for students' scholarship selection / Nor Hashimah Sulaiman and Daud Mohamad
by: Sulaiman, Nor Hashimah, et al.
Published: (2006)

Efficient edge detection using fuzzy heuristic particle swarm optimization / Noor Elaiza Abdul Khalid, Mazani Manaf and Mohd Ezane Aziz
by: Abdul Khalid, Noor Elaiza, et al.
Published: (2009)

An investigation into the factors affecting performance of fuzzy logic systems
by: Benatar, Naisan Ridvan
Published: (2015)

Intelligence classification and fuzzy optimisation model of people with epilepsy / Siti Rahmah Awang
by: Awang, Siti Rahmah
Published: (2012)

Standardization of DGA interpretation techniques using fuzzy logic approach
by: Hmood, S., et al.
Published: (2012)

The impact of emerging technologies and AI on human resources in Singapore
by: Ng, Sharon Miew Ling
Published: (2020)

Handling uncertainty: from type-1 to interval type-2 fuzzy sets and systems
by: Aladi, Jabran
Published: (2016)

New methodology for hazardous waste classification using fuzzy set theory Part II. Intelligent decision support system
by: Musee, N., et al.
Published: (2008)