Squeezing Data Science into Latour’s Blackbox. Theoretical Implications of Testing for Unidirectionality

2019 ◽  
Vol 6 (2) ◽  
pp. 133-138
Author(s):  
Mark Darius Juszczak
Keyword(s):  
Theoretical Analysis ◽  
Critical Point ◽  
Data Science ◽  
Black Box ◽  
Technological Advancement ◽  
Before And After ◽  
The Continuum ◽  
The Way

Latour’s Black Box is a dynamic gateway that segregates the continuum of scientific processes into those that occur before and after a certain critical point: the shift from ‘science in the making’ to ‘ready made science’. For reasons that will be explored in this paper, the field of data science does not appear to follow a unidirectional heuristic in the way that technologies transition from ‘in the making’ to ‘ready made’. This paper is a theoretical analysis of the extent to which the fundamental technologies of data science either violate or adhere to this heuristic. If data science does not follow a unidirectional heuristic, is there any evidence as to the causes of this dynamic and, furthermore, are the limitations, as they may exist, a function of technological advancement or a function of the theoretical limits of the field of data science itself?

Analisis Kinerja dan Pengaruh Pelebaran Jalan serta Pembuatan Median Jalan (Studi Kasus Jalan Temanggung Tilung Kota Palangkaraya)

2018 ◽  
Vol 7 (1) ◽  
pp. 51-60
Author(s):  
Fitri Wulandari ◽  
Nirwana Puspasari ◽  
Noviyanthy Handayani
Keyword(s):  
Data Retrieval ◽  
Service Level ◽  
Traffic Volume ◽  
Primary Data ◽  
Volume Data ◽  
Saturation Degree ◽  
The Road ◽  
Before And After ◽  
Road Widening ◽  
The Way

Jalan Temanggung Tilung is a 2/2 UD type road (two undirected two-way lanes) with a road width of 5.5 meters, which is a connecting road between two major roads, namely the RTA road. Milono and the path of G. Obos. Over time, the volume of traffic through these roads increases every year, plus roadside activities that also increase cause congestion at several points of the way. To overcome this problem, the local government carried out road widening to increase the capacity and level of road services. The study was conducted to determine the amount of traffic volume, performance, service level of the Temanggung Tilung road section at peak traffic hours before and after road widening. Data retrieval is done by the direct survey to the field to obtain primary data in the form of geometric road data, two-way traffic volume data, and side obstacle data. Performance analysis refers to the 1997 Indonesian Road Capacity Manual (MKJI) for urban roads. From the results of data processing, before increasing the road (Type 2/2 UD), the traffic volume that passes through the path is 842 pcs/hour and after road widening (Type 4/2 UD) the traffic volume for two directions is 973 pcs/hour, with route A equaling 528 pcs/hour and direction B equaling 445 pcs/hour. Based on the analysis of road performance before road enhancement, the capacity = 2551 pcs/hour, saturation degree = 0.331, and the service level of the two-way road are level B. Based on the analysis of the performance of the way after increasing the way, the direction capacity A = 2686 pcs/hour and direction B = 2674 pcs /hour, saturation degree for direction A = 0.196 and direction B = 0.166, service level for road direction A and direction B increase to level A

Klein with Lacan: A Study on the Reception of Lacanian Ideas in Uruguay and Its Effects on Clinical Practices (1955–82)

2020 ◽  
Vol 22 (3) ◽  
pp. 341-361
Author(s):  
Gonzalo Grau-Pérez ◽  
J. Guillermo Milán
Keyword(s):  
Clinical Practice ◽  
Clinical Material ◽  
Clinical Practices ◽  
Before And After ◽  
The Difference ◽  
The 1960S ◽  
The Relationship ◽  
Discursive Approach ◽  
The Way ◽  
Clinical Cases

In Uruguay, Lacanian ideas arrived in the 1960s, into a context of Kleinian hegemony. Adopting a discursive approach, this study researched the initial reception of these ideas and its effects on clinical practices. We gathered a corpus of discursive data from clinical cases and theoretical-doctrinal articles (from the 1960s, 1970s and 1980s). In order to examine the effects of Lacanian ideas, we analysed the difference in the way of interpreting the clinical material before and after Lacan's reception. The results of this research illuminate some epistemological problems of psychoanalysis, especially the relationship between theory and clinical practice.

scholarly journals Explainable AI: A Review of Machine Learning Interpretability Methods

Entropy ◽  
2020 ◽  
Vol 23 (1) ◽  
pp. 18
Author(s):  
Pantelis Linardatos ◽  
Vasilis Papastefanopoulos ◽  
Sotiris Kotsiantis
Keyword(s):  
Artificial Intelligence ◽  
Machine Learning ◽  
Black Box ◽  
Learning Systems ◽  
Model Complexity ◽  
Learning Models ◽  
New Methods ◽  
Industrial Adoption ◽  
Machine Learning Models ◽  
The Way

Recent advances in artificial intelligence (AI) have led to its widespread industrial adoption, with machine learning systems demonstrating superhuman performance in a significant number of tasks. However, this surge in performance, has often been achieved through increased model complexity, turning such systems into “black box” approaches and causing uncertainty regarding the way they operate and, ultimately, the way that they come to decisions. This ambiguity has made it problematic for machine learning systems to be adopted in sensitive yet critical domains, where their value could be immense, such as healthcare. As a result, scientific interest in the field of Explainable Artificial Intelligence (XAI), a field that is concerned with the development of new methods that explain and interpret machine learning models, has been tremendously reignited over recent years. This study focuses on machine learning interpretability methods; more specifically, a literature review and taxonomy of these methods are presented, as well as links to their programming implementations, in the hope that this survey would serve as a reference point for both theorists and practitioners.

scholarly journals Classifications for Proliferative Vitreoretinopathy (PVR): An Analysis of Their Use in Publications over the Last 15 Years

2016 ◽  
Vol 2016 ◽  
pp. 1-6 ◽  
Author(s):  
Salvatore Di Lauro ◽  
Mustafa R. Kadhim ◽  
David G. Charteris ◽  
J. Carlos Pastor
Keyword(s):  
Clinical Practice ◽  
Surgical Treatment ◽  
Proliferative Vitreoretinopathy ◽  
Original Description ◽  
Therapy Outcome ◽  
Outcome Parameters ◽  
Classification Errors ◽  
Before And After ◽  
Pubmed Search ◽  
The Way

Purpose. To evaluate the current and suitable use of current proliferative vitreoretinopathy (PVR) classifications in clinical publications related to treatment.Methods. A PubMed search was undertaken using the term “proliferative vitreoretinopathy therapy”. Outcome parameters were the reported PVR classification and PVR grades. The way the classifications were used in comparison to the original description was analyzed. Classification errors were also included. It was also noted whether classifications were used for comparison before and after pharmacological or surgical treatment.Results. 138 papers were included. 35 of them (25.4%) presented no classification reference or did not use any one. 103 publications (74.6%) used a standardized classification. The updated Retina Society Classification, the first Retina Society Classification, and the Silicone Study Classification were cited in 56.3%, 33.9%, and 3.8% papers, respectively. Furthermore, 3 authors (2.9%) used modified-customized classifications and 4 (3.8%) classification errors were identified. When the updated Retina Society Classification was used, only 10.4% of authors used a full C grade description. Finally, only 2 authors reported PVR grade before and after treatment.Conclusions. Our findings suggest that current classifications are of limited value in clinical practice due to the inconsistent and limited use and that it may be of benefit to produce a revised classification.

scholarly journals Does pregnancy influence eye parameters? Assessment of choroidal thickness using EDI-OCT before and after labour depending on the way of delivery method

2020 ◽  
Vol 91 (11) ◽  
pp. 668-673
Author(s):  
Karol Taradaj ◽  
Tomasz Ginda ◽  
Piotr Maciejewicz ◽  
Barbara Suchonska ◽  
Miroslaw Wielgos ◽  
...  
Keyword(s):  
Choroidal Thickness ◽  
Delivery Method ◽  
Before And After ◽  
The Way

Hegel, China, and the 19th Century Europeanization of Philosophy

2018 ◽  
Vol 45 (1-2) ◽  
pp. 18-37
Author(s):  
Justin E. H. Smith
Keyword(s):  
19Th Century ◽  
Chinese Philosophy ◽  
Western Philosophy ◽  
Late 19Th Century ◽  
Nationalist Discourse ◽  
Before And After ◽  
The 19Th Century ◽  
The Way

I clarify Hegel’s role in the Europeanization of philosophy over the course of the 19th century. I begin with an investigation of the way non-Western philosophy was conceptualized in Europe before, and after, I move on to a consideration of the debates about philosophy that emerged in late 19th century China because of European attempts, such as that of Hegel, to circumscribe the geographical and civilizational scope of this discipline. How may we see the emergence of a distinctly modern, generally nationalist, discourse about “Chinese philosophy” within China as a reflection of larger global processes then taking place?

Residual Stress Effect on Performance of Diaphragm-Based MEMS Pressure Transducers

2000 ◽  
Author(s):  
Meng-Nian Niu ◽  
Eun Sok Kim
Keyword(s):  
Residual Stress ◽  
Theoretical Analysis ◽  
Layer Thickness ◽  
Compressive Residual Stress ◽  
Stress Effect ◽  
Layer By Layer ◽  
Pressure Transducers ◽  
Before And After ◽  
Supporting Layer ◽  
Residual Stress Effect

Abstract We experimentally and theoretically confirm that residual stress within a diaphragm is critical in limiting the performance of diaphragm-based piezoelectric microphones even if the stress is low (around 50 MPa). We have fabricated and studied microphones with Al/parylene/ZnO/SiN2/poly-Si/SiN1 (from top to bottom) diaphragm. As the SiN1 supporting layer is removed layer by layer from the backside with CF4 plasma (in an RIE system), we measure both the sensitivity and center displacement of the microphone before and after each RIE etching of the SiN1 from the microphone diaphragm, and find the sensitivity increasing about 5–16 times with the best sensitivity reaching 11 μV/μbar from a mere 0.6 μV/μbar. The center displacement increases very moderately as the SiN1 layer thickness decreases from 0.8 to 0.2 μm. However, the center displacement starts to increase greatly as the SiN1 layer thickness goes below 0.2 μm, which compares with our theoretical analysis well. In the case of the SiN1 layer having compressive residual stress, the compressive stress can enhance the microphone sensitivity and center displacement to a certain extent.

Towards a Re-Definition of Government Interpreters' Agency Against a Backdrop of Sociopolitical and Cultural Evolution

2018 ◽  
pp. 238-257 ◽  
Author(s):  
Chonglong Gu
Keyword(s):  
Cultural Evolution ◽  
Actual Practice ◽  
Press Conference ◽  
Technological Advancement ◽  
National Interests ◽  
Global Engagement ◽  
Definition Of ◽  
Reform And Opening Up ◽  
Opening Up ◽  
The Way

The sociopolitical and cultural evolution as a result of the Reform and Opening up in 1978, facilitated not least by the inexorable juggernaut of globalization and technological advancement, has revolutionized the way China engages domestically and interacts with the outside world. The need for more proactive diplomacy and open engagement witnessed the institutionalization of the interpreter-mediated premier's press conferences. Such a discursive event provides a vital platform for China to articulate its discourse and rebrand its image in tandem with the profound changes signaled by the Dengist reform. This chapter investigates critically how political press conference interpreting and interpreters' agency in China are impacted in relation to such dramatic transformations. It is revealed that, while interpreters are confronted with seemingly conflicting expectations, in actual practice they are often able to negotiate a way as highly competent interpreting professionals with the additional missions of advancing China's global engagement and safeguarding China's national interests.

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