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Information, Volume 13, Issue 10

October 2022 - 65 articles

Cover Story: With human-in-the-loop machine learning, the human experts can steer the learning objective not only for accuracy but also for discrimination rules, where the goal is to separate one class from others. We demonstrate how interaction enables humans to gain insights into the dataset and to validate the learned models. We propose interaction during construction of the learned model to incorporate human knowledge. We argue that understandable classification directly contributes to explainable artificial intelligence. We use parallel coordinates to visualise decision tree classifiers but also assist humans with the generation of interpretable oblique splits. We show that discrimination rules are well communicated using parallel coordinates. Our usability study confirms the merits of our approach. View this paper
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Articles (65)

  • Article
  • Open Access
2 Citations
2,427 Views
18 Pages

20 October 2022

Nowadays, people’s lives are filled with a huge amount of picture information, and image retrieval tasks are widely needed. Deep hashing methods are extensively used to manage such demands due to their retrieval rate and memory consumption. The...

  • Article
  • Open Access
3 Citations
5,503 Views
24 Pages

A Test Management System to Support Remote Usability Assessment of Web Applications

  • Andrea Generosi,
  • José Yuri Villafan,
  • Luca Giraldi,
  • Silvia Ceccacci and
  • Maura Mengoni

20 October 2022

Nowadays, web designers are forced to have an even deeper perception of how users approach their products in terms of user experience and usability. Remote Usability Testing (RUT) is the most appropriate tool to assess the usability of web platforms...

  • Article
  • Open Access
13 Citations
3,561 Views
14 Pages

18 October 2022

Compared with traditional machine learning algorithms, the convolutional neural network (CNN) has an excellent automatic feature learning ability and can complete the nonlinear representation from original data input to output by itself. However, the...

  • Article
  • Open Access
3 Citations
2,244 Views
18 Pages

18 October 2022

With the emergence of a large number of fuzzy spatiotemporal data on the Web, how to represent and operate fuzzy spatiotemporal data has become an important research issue. Meanwhile, the Resource Description Framework (RDF) is a standard data and kn...

  • Article
  • Open Access
12 Citations
2,729 Views
22 Pages

UAVs for Medicine Delivery in a Smart City Using Fiducial Markers

  • Eros Innocenti,
  • Giacomo Agostini and
  • Romeo Giuliano

18 October 2022

Drone delivery has gained increasing importance in the past few years. Recent technology advancements have allowed us to think of systems capable of transporting and delivering goods precisely and efficiently. However, in order to switch from a test...

  • Article
  • Open Access
11 Citations
4,254 Views
18 Pages

Generating Fluent Fact Checking Explanations with Unsupervised Post-Editing

  • Shailza Jolly,
  • Pepa Atanasova and
  • Isabelle Augenstein

17 October 2022

Fact-checking systems have become important tools to verify fake and misguiding news. These systems become more trustworthy when human-readable explanations accompany the veracity labels. However, manual collection of these explanations is expensive...

  • Review
  • Open Access
17 Citations
7,241 Views
19 Pages

Natural Language Processing Techniques for Text Classification of Biomedical Documents: A Systematic Review

  • Cyrille YetuYetu Kesiku,
  • Andrea Chaves-Villota and
  • Begonya Garcia-Zapirain

17 October 2022

The classification of biomedical literature is engaged in a number of critical issues that physicians are expected to answer. In many cases, these issues are extremely difficult. This can be conducted for jobs such as diagnosis and treatment, as well...

  • Article
  • Open Access
4 Citations
2,653 Views
24 Pages

16 October 2022

Heterogeneous test processes with respect to test script languages are an integral part of the development process of mechatronic systems that are carried out in supply chains. Up to now, test cases are not exchangeable between test processes because...

  • Article
  • Open Access
8 Citations
3,978 Views
11 Pages

15 October 2022

Accurate sales forecasting can provide a scientific basis for the management decisions of enterprises. We proposed the xDeepFM-LSTM combined forecasting model for the characteristics of sales data of apparel retail enterprises. We first used the Extr...

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Information - ISSN 2078-2489Creative Common CC BY license