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Original Articles

Multi-label class assignment in land-use modelling

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Pages 1023-1041 | Received 31 Mar 2014, Accepted 11 Jan 2015, Published online: 20 Mar 2015

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Xinxin Wu, Xiaoping Liu, Dachuan Zhang, Jinbao Zhang, Jialyu He & Xiaocong Xu. (2022) Simulating mixed land-use change under multi-label concept by integrating a convolutional neural network and cellular automata: a case study of Huizhou, China. GIScience & Remote Sensing 59:1, pages 609-632.
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Julian Hagenauer, Hichem Omrani & Marco Helbich. (2019) Assessing the performance of 38 machine learning models: the case of land consumption rates in Bavaria, Germany. International Journal of Geographical Information Science 33:7, pages 1399-1419.
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Zhihui Zhang, Samane Ghazali, Astrida Miceikienė, Dejan Zejak, Shahla Choobchian, Marcin Pietrzykowski & Hossein Azadi. (2023) Socio-economic impacts of agricultural land conversion: A meta-analysis. Land Use Policy 132, pages 106831.
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Xiangzi Fang, Samane Ghazali, Hossein Azadi, Rytis Skominas & Jürgen Scheffran. (2023) Agricultural land conversion and ecosystem services loss: a meta-analysis. Environment, Development and Sustainability.
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Walid Al-Shaar, Olivier Bonin & Bernard de Gouvello. (2022) Scenario-Based Predictions of Urban Dynamics in Île-de-France Region: A New Combinatory Methodologic Approach of Variance Analysis and Frequency Ratio. Sustainability 14:11, pages 6806.
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Ivan Dario Lopez, Apolinar Figueroa & Juan Carlos Corrales. (2021) Multi-Label Data Fusion to Support Agricultural Vulnerability Assessments. IEEE Access 9, pages 88313-88326.
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Benito Zaragozí, Jesús Javier Rodríguez-Sala, Sergio Trilles & Alfredo Ramón-Morte. 2021. Geographical Information Systems Theory, Applications and Management. Geographical Information Systems Theory, Applications and Management 85 101 .
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Kristen M. Bellisario, Taylor Broadhead, David Savage, Zhao Zhao, Hichem Omrani, Saihua Zhang, John Springer & Bryan C. Pijanowski. (2019) Contributions of MIR to soundscape ecology. Part 3: Tagging and classifying audio features using a multi-labeling k-nearest neighbor approach. Ecological Informatics 51, pages 103-111.
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Kristen M. Bellisario, Jack VanSchaik, Zhao Zhao, Amandine Gasc, Hichem Omrani & Bryan C. Pijanowski. (2019) Contributions of MIR to Soundscape Ecology. Part 2: Spectral timbral analysis for discriminating soundscape components. Ecological Informatics 51, pages 1-14.
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Maher Milad Aburas, Mohd Sanusi S. Ahamad & Najat Qader Omar. (2019) Spatio-temporal simulation and prediction of land-use change using conventional and machine learning models: a review. Environmental Monitoring and Assessment 191:4.
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Lingzhi Wang, Hichem Omrani, Zhao Zhao, Dante Francomano, Ke Li & Bryan Pijanowski. (2019) Analysis on urban densification dynamics and future modes in southeastern Wisconsin, USA. PLOS ONE 14:3, pages e0211964.
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Hichem Omrani, Benoit Parmentier, Marco Helbich & Bryan Pijanowski. (2019) The land transformation model-cluster framework: Applying k-means and the Spark computing environment for large scale land change analytics. Environmental Modelling & Software 111, pages 182-191.
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Eduardo Gomes, Patrícia Abrantes, Arnaud Banos, Jorge Rocha & Michael Buxton. (2019) Farming under urban pressure: Farmers' land use and land cover change intentions. Applied Geography 102, pages 58-70.
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Mohammad Rondhi, Pravitasari Anjar Pratiwi, Vivi Trisna Handini, Aryo Fajar Sunartomo & Subhan Arif Budiman. 2019. Current Trends in Landscape Research. Current Trends in Landscape Research 631 664 .
Lingzhi Wang, Bryan Pijanowski, Weishi Yang, Ruixue Zhai, Hichem Omrani & Ke Li. (2018) Predicting multiple land use transitions under rapid urbanization and implications for land management and urban planning: The case of Zhanggong District in central China. Habitat International 82, pages 48-61.
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Xiaohong Yang, Zhong Xie, Feng Ling, Xiaodong Li, Yihang Zhang & Ming Zhong. (2018) Spatio-Temporal Super-Resolution Land Cover Mapping Based on Fuzzy C-Means Clustering. Remote Sensing 10:8, pages 1212.
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Federico Amato, Marj Tonini, Beniamino Murgante & Mikhail Kanevski. (2018) Fuzzy definition of Rural Urban Interface: An application based on land use change scenarios in Portugal. Environmental Modelling & Software 104, pages 171-187.
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Ahmed Mustafa, Alison Heppenstall, Hichem Omrani, Ismaïl Saadi, Mario Cools & Jacques Teller. (2018) Modelling built-up expansion and densification with multinomial logistic regression, cellular automata and genetic algorithm. Computers, Environment and Urban Systems 67, pages 147-156.
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Omar Charif, Hichem Omrani, Fahed Abdallah & Bryan Pijanowski. (2017) A multi-label cellular automata model for land change simulation. Transactions in GIS 21:6, pages 1298-1320.
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Hossein Azadi, Ali Akbar Barati, Parisa Rafiaani, Valiollah Raufirad, Kiumars Zarafshani, Mohsen Mamoorian, Steven Van Passel & Philippe Lebailly. (2015) Agricultural Land Conversion Drivers in Northeast Iran: Application of Structural Equation Model. Applied Spatial Analysis and Policy 9:4, pages 591-609.
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