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IEEE Signal Processing Magazine, Volume 35
Volume 35, Number 1, January 2018
- Fatih Porikli

, Shiguang Shan
, Cees Snoek, Rahul Sukthankar, Xiaogang Wang:
Deep Learning for Visual Understanding: Part 2 [From the Guest Editors]. 17-19 - Li Deng

:
Artificial Intelligence in the Rising Wave of Deep Learning: The Historical Path and Future Outlook [Perspectives]. 180-177 - Yu Cheng

, Duo Wang, Pan Zhou, Tao Zhang
:
Model Compression and Acceleration for Deep Neural Networks: The Principles, Progress, and Challenges. 126-136 - Robert W. Heath Jr.

:
Taking the Next Step for IEEE Signal Processing Magazine [From the Editor]. 4-171 - Osvaldo Simeone

:
Introducing Information Measures via Inference [Lecture Notes]. 167-171 - Anurag Arnab, Shuai Zheng

, Sadeep Jayasumana, Bernardino Romera-Paredes, Måns Larsson, Alexander Kirillov, Bogdan Savchynskyy, Carsten Rother, Fredrik Kahl, Philip H. S. Torr:
Conditional Random Fields Meet Deep Neural Networks for Semantic Segmentation: Combining Probabilistic Graphical Models with Deep Learning for Structured Prediction. 37-52 - Rabab K. Ward:

Collaboration Empowers Innovation [President's Message]. 5-6 - Junwei Han

, Dingwen Zhang, Gong Cheng
, Nian Liu, Dong Xu
:
Advanced Deep-Learning Techniques for Salient and Category-Specific Object Detection: A Survey. 84-100 - Rajeev Ranjan

, Swami Sankaranarayanan, Ankan Bansal, Navaneeth Bodla, Jun-Cheng Chen
, Vishal M. Patel
, Carlos Domingo Castillo, Rama Chellappa:
Deep Learning for Understanding Faces: Machines May Be Just as Good, or Better, than Humans. 66-83 - Alice Lucas

, Michael Iliadis, Rafael Molina
, Aggelos K. Katsaggelos
:
Using Deep Neural Networks for Inverse Problems in Imaging: Beyond Analytical Methods. 20-36 - Siqi Nie, Meng Zheng, Qiang Ji

:
The Deep Regression Bayesian Network and Its Applications: Probabilistic Deep Learning for Computer Vision. 101-111 - John Edwards:

Signal Processing Powers Next-Generation Prosthetics: Researchers Investigate Techniques That Enable Artificial Limbs to Behave More Like Their Natural Counterparts [Special Reports]. 13-16 - Yanwei Fu

, Tao Xiang, Yu-Gang Jiang, Xiangyang Xue, Leonid Sigal, Shaogang Gong:
Recent Advances in Zero-Shot Recognition: Toward Data-Efficient Understanding of Visual Content. 112-125 - Antonia Creswell, Tom White, Vincent Dumoulin, Kai Arulkumaran

, Biswa Sengupta, Anil A. Bharath
:
Generative Adversarial Networks: An Overview. 53-65 - Deborah Cohen

, Shahar Tsiper, Yonina C. Eldar:
Analog-to-Digital Cognitive Radio: Sampling, Detection, and Hardware. 137-166
Volume 35, Number 2, March 2018
- Marcus C. B. Andrade

, Milton José Porsani
, Bjørn Ursin:
Complex Autoregressive Time-Frequency Analysis: Estimation of Time-Varying Periodic Signal Components. 142-153 - Adelson Santos de Oliveira

:
An Approximate Representation of the Fourier Spectra of Irregularly Sampled Multidimensional Functions: A Cost-Effective, Memory-Saving Algorithm. 62-71 - Emad S. Ebbini

, Claudio Simon, Dalong Liu:
Real-Time Ultrasound Thermography and Thermometry [Life Sciences]. 166-174 - Dogancan Temel

, Ghassan AlRegib
:
Traffic Signs in the Wild: Highlights from the IEEE Video and Image Processing Cup 2017 Student Competition [SP Competitions]. 154-161 - Ali Payani

, Afshin Abdi
, Xin Tian
, Faramarz Fekri
, Mohamed A. Mohandes:
Advances in Seismic Data Compression via Learning from Data: Compression for Seismic Data Acquisition. 51-61 - Wenyi Hu

, Jiefu Chen, Jianguo Liu, Aria Abubakar:
Retrieving Low Wavenumber Information in FWI: An Overview of the Cycle-Skipping Phenomenon and Solutions. 132-141 - Kenji Nose Filho

, André K. Takahata
, Renato Rocha Lopes
, João Marcos Travassos Romano:
Improving Sparse Multichannel Blind Deconvolution with Correlated Seismic Data: Foundations and Further Results. 41-50 - James H. McClellan, Leo Eisner, Entao Liu

, Naveed Iqbal
, Abdullatif A. Al-Shuhail
, Sanlinn I. Kaka
:
Array Processing in Microseismic Monitoring: Detection, Enhancement, and Localization of Induced Seismicity. 99-111 - Anna Scaglione:

Cartoon. 175 - Ghassan AlRegib

, Sergey Fomel
, Renato Rocha Lopes
:
Subsurface Exploration: Recent Advances in Geo-Signal Processing, Interpretation, and Learning [From the Guest Editors]. 16-18 - Robert W. Heath Jr.

:
Research Gems Found Digging with Industry [From the Editor]. 4-18 - Soumi Chaki

, Aurobinda Routray
, William K. Mohanty
:
Well-Log and Seismic Data Integration for Reservoir Characterization: A Signal Processing and Machine-Learning Perspective. 72-81 - John Edwards

:
Signal Processing Supports a New Wave of Audio Research: Spatial and Immersive Audio Mimics Real-World Sound Environments [Special Reports]. 12-15 - Arnaud Jarrot, Andriy Gelman

, Julius Kusuma:
Wireless Digital Communication Technologies for Drilling: Communication in the Bits\/s Regime. 112-120 - Ali H. Sayed:

Big Ideas or Big Data? [President's Message]. 5-6 - Hasan Al-Marzouqi

:
Digital Rock Physics: Using CT Scans to Compute Rock Properties. 121-131 - Stephen So

, Kuldip K. Paliwal
:
Reconstruction of a Signal from the Real Part of Its Discrete Fourier Transform [Tips & Tricks]. 162-174 - Eileen R. Martin

, Fantine Huot, Yinbin Ma, Robert Cieplicki, Steve Cole, Martin Karrenbach, Biondo L. Biondi:
A Seismic Shift in Scalable Acquisition Demands New Processing: Fiber-Optic Seismic Signal Retrieval in Urban Areas with Unsupervised Learning for Coherent Noise Removal. 31-40 - Marielle Malfante, Mauro Dalla Mura

, Jean-Philippe Metaxian, Jérôme I. Mars, Orlando Macedo
, L. Adolfo Inza
:
Machine Learning for Volcano-Seismic Signals: Challenges and Perspectives. 20-30 - Ghassan AlRegib

, Mohamed A. Deriche
, Zhiling Long, Haibin Di, Zhen Wang
, Yazeed Alaudah, Muhammad Amir Shafiq, Motaz Alfarraj
:
Subsurface Structure Analysis Using Computational Interpretation and Learning: A Visual Signal Processing Perspective. 82-98
Volume 35, Number 3, May 2018
- Robert W. Heath Jr.

:
Introducing the New Editorial Team of IEEE Signaling Processing Magazine [From the Editor]. 4-5 - Ali H. Sayed:

Galileo, Fourier, and Openness in Science [President's Message]. 6-8 - Anna Scaglione:

Independence [Humor]. 9 - Namrata Vaswani:

Women in Signal Processing Committee Highlights [Society News]. 10 - John Edwards

:
The "Light" Side of Signal Processing: Research Teams Work Toward a Signal Processing-Enabled Photonics Future [Special Reports]. 11-14 - Alon Kipnis

, Yonina C. Eldar, Andrea J. Goldsmith
:
Analog-to-Digital Compression: A New Paradigm for Converting Signals to Bits. 16-39 - Zhijin Qin

, Jiancun Fan, Yuanwei Liu
, Yue Gao
, Geoffrey Ye Li:
Sparse Representation for Wireless Communications: A Compressive Sensing Approach. 40-58 - Beibei Wang

, Qinyi Xu
, Chen Chen
, Feng Zhang
, K. J. Ray Liu
:
The Promise of Radio Analytics: A Future Paradigm of Wireless Positioning, Tracking, and Sensing. 59-80 - Mahmoud Hassan

, Fabrice Wendling:
Electroencephalography Source Connectivity: Aiming for High Resolution of Brain Networks in Time and Space. 81-96 - Milos Cernak

, Afsaneh Asaei
, Alexandre Hyafil
:
Cognitive Speech Coding: Examining the Impact of Cognitive Speech Processing on Speech Compression. 97-109 - Sithan Kanna, Wilhelm von Rosenberg, Valentin Goverdovsky, Anthony G. Constantinides, Danilo P. Mandic

:
Bringing Wearable Sensors into the Classroom: A Participatory Approach [SP Education]. 110-130 - Marcelo G. S. Bruno

, Stiven S. Dias
:
A Bayesian Interpretation of Distributed Diffusion Filtering Algorithms [Lecture Notes]. 118-123 - Balázs Bank

:
Converting Infinite Impulse Response Filters to Parallel Form [Tips & Tricks]. 124-130
Volume 35, Number 4, July 2018
- Robert W. Heath Jr.

:
Highlights from the IEEE SPM's Editorial Board Meeting [From the Editor]. 3-4 - Ali H. Sayed

:
Intelligent Machines and the Planet of the Apes [President's Message]. 5-7 - Changshui Zhang

:
Top Downloads in IEEE Xplore [Reader's Choice]. 8-10 - Namrata Vaswani

:
A Feature Article Cluster on Exploiting Structure in Data Analytics: Low-Rank and Sparse Structures [From the Guest Editor]. 12-13 - Yudong Chen

, Yuejie Chi
:
Harnessing Structures in Big Data via Guaranteed Low-Rank Matrix Estimation: Recent Theory and Fast Algorithms via Convex and Nonconvex Optimization. 14-31 - Namrata Vaswani

, Thierry Bouwmans
, Sajid Javed
, Praneeth Narayanamurthy
:
Robust Subspace Learning: Robust PCA, Robust Subspace Tracking, and Robust Subspace Recovery. 32-55 - Piya Pal

:
Correlation Awareness in Low-Rank Models: Sampling, Algorithms, and Fundamental Limits. 56-71 - Vardan Papyan

, Yaniv Romano
, Jeremias Sulam
, Michael Elad
:
Theoretical Foundations of Deep Learning via Sparse Representations: A Multilayer Sparse Model and Its Connection to Convolutional Neural Networks. 72-89 - Wayes Tushar

, Chau Yuen
, Hamed Mohsenian Rad
, Tapan Kumar Saha
, H. Vincent Poor
, Kristin L. Wood:
Transforming Energy Networks via Peer-to-Peer Energy Trading: The Potential of Game-Theoretic Approaches. 90-111 - Maria S. Greco

, Fulvio Gini
, Pietro Stinco
, Kristine L. Bell
:
Cognitive Radars: On the Road to Reality: Progress Thus Far and Possibilities for the Future. 112-125 - Behnam Shahrrava

:
Closed-Form Impulse Responses of Linear Time-Invariant Systems: A Unifying Approach [Lecture Notes]. 126-132 - Rui Zhu

, Fei Zhou
, Wenming Yang
, Jing-Hao Xue
:
On Hypothesis Testing for Comparing Image Quality Assessment Metrics [Tips & Tricks]. 133-136 - Anna Scaglione, Rashka Ramakrishna:

Extreme Whitening [Humor]. 139 - Pavel Loskot

:
Automation Is Coming to Research [In the Spotlight]. 140-138
Volume 35, Number 5, September 2018
- Robert W. Heath Jr.

:
GlobalSIP and Beyond [From the Editor]. 3-15 - Ali H. Sayed

:
Science Is Blind [President's Message]. 4-6 - John Edwards

:
Signal Processing Opens the Internet of Things to a New World of Possibilities: Research Leads to New Internet of Things Technologies and Applications [Special Reports]. 9-12 - Chenren Xu, Yan Lindsay Sun, Konstantinos N. Plataniotis

, Nic Lane:
Signal Processing and the Internet of Things [From the Guest Editors]. 13-15 - Chenren Xu

, Lei Yang
, Pengyu Zhang:
Practical Backscatter Communication Systems for Battery-Free Internet of Things: A Tutorial and Survey of Recent Research. 16-27 - Aggelos Bletsas

, Panos N. Alevizos
, Georgios Vougioukas
:
The Art of Signal Processing in Backscatter Radio for μW (or Less) Internet of Things: Intelligent Signal Processing and Backscatter Radio Enabling Batteryless Connectivity. 28-40 - Liang Xiao

, Xiaoyue Wan
, Xiaozhen Lu, Yanyong Zhang, Di Wu
:
IoT Security Techniques Based on Machine Learning: How Do IoT Devices Use AI to Enhance Security? 41-49 - Jiangfan Zhang

, Rick S. Blum
, H. Vincent Poor
:
Approaches to Secure Inference in the Internet of Things: Performance Bounds, Algorithms, and Effective Attacks on IoT Sensor Networks. 50-63 - Yuan Chen

, Soummya Kar
, José M. F. Moura
:
The Internet of Things: Secure Distributed Inference. 64-75 - Lu Zhou, Kuo-Hui Yeh

, Gerhard P. Hancke
, Zhe Liu
, Chunhua Su:
Security and Privacy for the Industrial Internet of Things: An Overview of Approaches to Safeguarding Endpoints. 76-87 - Liang Liu

, Erik G. Larsson
, Wei Yu
, Petar Popovski
, Cedomir Stefanovic
, Elisabeth de Carvalho
:
Sparse Signal Processing for Grant-Free Massive Connectivity: A Future Paradigm for Random Access Protocols in the Internet of Things. 88-99 - Wayes Tushar

, Nipun Wijerathne, Wen-Tai Li
, Chau Yuen
, H. Vincent Poor
, Tapan Kumar Saha
, Kristin L. Wood:
Internet of Things for Green Building Management: Disruptive Innovations Through Low-Cost Sensor Technology and Artificial Intelligence. 100-110 - Viswam Nathan

, Sudip Paul, Temiloluwa Prioleau
, Li Niu, Bobak Jack Mortazavi
, Stephen A. Cambone, Ashok Veeraraghavan
, Ashutosh Sabharwal
, Roozbeh Jafari
:
A Survey on Smart Homes for Aging in Place: Toward Solutions to the Specific Needs of the Elderly. 111-119 - Yuan He, Junchen Guo

, Xiaolong Zheng
:
From Surveillance to Digital Twin: Challenges and Recent Advances of Signal Processing for Industrial Internet of Things. 120-129 - Eva Arias-de-Reyna

, Pau Closas
, Davide Dardari
, Petar M. Djuric
:
Crowd-Based Learning of Spatial Fields for the Internet of Things: From Harvesting of Data to Inference. 130-139 - Petros Spachos

, Ioannis Papapanagiotou, Konstantinos N. Plataniotis
:
Microlocation for Smart Buildings in the Era of the Internet of Things: A Survey of Technologies, Techniques, and Approaches. 140-152 - Moe Z. Win

, Florian Meyer
, Zhenyu Liu
, Wenhan Dai
, Stefania Bartoletti
, Andrea Conti
:
Efficient Multisensor Localization for the Internet of Things: Exploring a New Class of Scalable Localization Algorithms. 153-167 - Matthew C. Stamm

, Paolo Bestagini
, Lucio Marcenaro, Patrizio Campisi
:
Forensic Camera Model Identification: Highlights from the IEEE Signal Processing Cup 2018 Student Competition [SP Competitions]. 168-174 - Pragnan Chakravorty

:
What Is a Signal? [Lecture Notes]. 175-177 - Yuejie Chi

:
Low-Rank Matrix Completion [Lecture Notes]. 178-181 - Martin Haardt

, Christoph F. Mecklenbräuker
, Peter Willett
:
Highlights from the Sensor Array and Multichannel Technical Committee: Spotlight on the IEEE Signal Processing Society Technical Committees [In the Spotlight]. 183-185 - Robert W. Heath Jr.

, Nuria González-Prelcic
:
Convoluted [Humor]. 186 - Wei Yu

, Joakim Jaldén:
Perspectives in Signal Processing for Communications and Networking: Spotlight on the IEEE Signal Processing Society Technical Committees [In the Spotlight]. 188-183
Volume 35, Number 6, November 2018
- Robert W. Heath Jr.

:
Making Papers, Code, and Data Accessible [From the Editor]. 3-4 - Ali H. Sayed:

Twinkle, Twinkle, Little Star [President's Message]. 5-7 - John Edwards

:
Something to Talk About: Signal Processing in Speech and Audiology Research: Promising Investigations Explore New Opportunities in Human Communication [Special Reports]. 8-12 - John Edwards

:
Signal Processing Leads to New Clinical Medicine Approaches: Innovative Methods Promise Improved Patient Diagnoses and Treatments [Special Reports]. 12-15 - Jie Ding

, Vahid Tarokh
, Yuhong Yang:
Model Selection Techniques: An Overview. 16-34 - Deborah Cohen

, Yonina C. Eldar
:
Sub-Nyquist Radar Systems: Temporal, Spectral, and Spatial Compression. 35-58 - Giulio Giaconi

, Deniz Gündüz
, H. Vincent Poor
:
Privacy-Aware Smart Metering: Progress and Challenges. 59-78 - Rafael C. González

:
Deep Convolutional Neural Networks [Lecture Notes]. 79-87 - Zafar Rafii

:
Sliding Discrete Fourier Transform with Kernel Windowing [Lecture Notes]. 88-92 - Alexander Bertrand

:
Utility Metrics for Assessment and Subset Selection of Input Variables for Linear Estimation [Tips & Tricks]. 93-99 - Zsolt Kollár

, Ferenc Plesznik, Simon Trumpf
:
Observer-Based Recursive Sliding Discrete Fourier Transform [Tips & Tricks]. 100-106 - Michiel Bacchiani

, Eric Fosler-Lussier
:
An Overview of the IEEE SPS Speech and Language Technical Committee [In the Spotlight]. 125-126 - Erik Meijering

, Arrate Muñoz-Barrutia:
Spotlight on Bioimaging and Signal Processing [In the Spotlight]. 128-125 - Nuria González-Prelcic, Robert W. Heath Jr.:

Conference Planning for Professors [Humor]. 127

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