Arho Suominen

20132019
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Research Output 2013 2019

2019
2 Citations (Scopus)

A bibliometric review on innovation systems and ecosystems: a research agenda

Suominen, A., Seppänen, M. & Dedehayir, O., 4 Mar 2019, In : European Journal of Innovation Management. 22, 2, p. 335-360 26 p.

Research output: Contribution to journalReview ArticleScientificpeer-review

Ecosystems
Innovation
Terminology
Ecosystem
Innovation system

Examining the dynamics of an emerging research network using the case of triboelectric nanogenerators

Suominen, A., Peng, H. & Ranaei, S., 1 Sep 2019, In : Technological Forecasting and Social Change. 146, p. 820-830 11 p.

Research output: Contribution to journalArticleScientificpeer-review

Research
Technology
Publications
Research Personnel
Research networks

International AI experts: Towards the third wave of artificial intelligence

Kaski, S., Ailisto, H. & Suominen, A., 19 Jun 2019, Leading the way into the age of artificial intelligence : Final report of Finland’s Artificial Intelligence Programme 2019. Ministry of Economic Affairs and Employment, p. 28-42 (Publications of the Ministry of Employment and the Economy; No. 41, Vol. 2019).

Research output: Chapter in Book/Report/Conference proceedingOther book partProfessional

Open Access
artificial intelligence
Finland
economic development
case studies

Kansainväliset tekoälyn asiantuntijat: Kohti tekoälyn kolmatta aaltoa

Kaski, S., Ailisto, H. & Suominen, A., 14 Mar 2019, Edelläkävijänä tekoälyaikaan: Tekoälyohjelman loppuraportti . p. 28-42 (Työ- ja elinkeinoministeriön julkaisuja; No. 23).

Research output: Chapter in Book/Report/Conference proceedingOther book partProfessional

Open Access
2018

Are software start-ups different? An empirical study on performance of Finnish software companies

Suominen, A., Hyrynsalmi, S., Aarikka-Stenroos, L. & Seppänen, M., 2 Feb 2018, 2017 International Conference on Engineering, Technology and Innovation (ICE/ITMC). Mendonca, J. P., Jardim-Goncalves, R., Martins, J., Zarli, A., Marques, M. & Pallot, M. (eds.). Institute of Electrical and Electronic Engineers IEEE, p. 991-996

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Industry
Particle accelerators
Scalability
Profitability
11 Citations (Scopus)

Insights into relationships between disruptive technology/innovation and emerging technology: A bibliometric perspective

Li, M., Porter, A. L. & Suominen, A., 2018, In : Technological Forecasting and Social Change. 129, p. 285-296 12 p.

Research output: Contribution to journalArticleScientificpeer-review

Bibliometrics
Innovation
Technology
Research
Fertilization

Making the invisible visible: Towards strategic measures of research and technology organisations (RTOs)

Hyytinen, K., Kallio, K., Kuusisto, O. & Suominen, A., 5 Nov 2018.

Research output: Contribution to conferenceConference PosterProfessional

Open Access

Toward Wold Classa Platforms: Competences of Digi-Driven Startups

Still, K., Seppänen, M., Suominen, A., Valkokari, K., Sorri, K. & Kumpulainen, M., 18 Jun 2018, ISPIM Innovation Conference 2018: Innovation, The Name of the Game: Stockholm, Sweden 17-20 June 2018. Bitran, I., Conn, S., Huizingh, E., Kokshagina, O., Torkkeli, M. & Tynnhammar, M. (eds.). International Society for Professional Innovation Management ISPIM, (LUT Scientific and Expertise Publications: Research Reports; No. 78).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

digitalization
hiring
planning
learning
literature
2017

Alustatalous on vuorovaikutustaloutta

Still, K., Seppänen, M., Seppälä, T., Suominen, A., Valkokari, K. & Korhonen, H., 15 Sep 2017, 6 p. (ETLA Muistio - Brief).

Research output: Book/ReportReportProfessional

Open Access
1 Citation (Scopus)

A topic model analysis of science and technology linkages: A case study in pharmaceutical industry

Ranaei, S., Suominen, A. & Dedehayir, O., 31 Jul 2017, 2017 IEEE Technology & Engineering Management Conference (TEMSCON). Institute of Electrical and Electronic Engineers IEEE, p. 49-54 6 p. 7998353

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Drug products
Clustering algorithms
Learning algorithms
Learning systems
Industry
3 Citations (Scopus)

Business Model Innovation of Startups Developing Multisided Digital Platforms

Still, K., Seppänen, M., Korhonen, H., Valkokari, K., Suominen, A. & Kumpulainen, M., 17 Aug 2017, 2017 IEEE 19th Conference on Business Informatics (CBI). Manolopoulos, Y., Zaki, M., Diaz, D. & Theodoulidis, B. (eds.). Institute of Electrical and Electronic Engineers IEEE, Vol. 2. p. 70-75 6 p. 8012942

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Business Model
Innovation
Industry
Business model innovation
Start-ups

Explore the dynamics of an emerging technology through research networks: The case study of Triboelectric Nanogenerator

Peng, H. & Suominen, A., 29 Nov 2017, PICMET 2017 - Portland International Conference on Management of Engineering and Technology: Technology Management for the Interconnected World, Proceedings. Institute of Electrical and Electronic Engineers IEEE, Vol. 2017-January. p. 1-8 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

funding
indicator research
community
energy technology
research interest
1 Citation (Scopus)

Exploring the fundamental conceptual units of technical emergence

Suominen, A. & Newman, N. C., 29 Nov 2017, PICMET 2017 - Portland International Conference on Management of Engineering and Technology: Technology Management for the Interconnected World, Proceedings. Institute of Electrical and Electronic Engineers IEEE, Vol. 2017-January. p. 1-5 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Space research
community
persistence
new technology
uncertainty
14 Citations (Scopus)

Firms' knowledge profiles: Mapping patent data with unsupervised learning

Suominen, A., Toivanen, H. & Seppänen, M., 1 Feb 2017, In : Technological Forecasting and Social Change. 115, p. 131-142 12 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
Unsupervised learning
Industry
Learning
Telecommunications
Learning systems

Human assigned vs. machine created: Links between patents and scholarly publications

Suominen, A., 2017.

Research output: Contribution to conferenceConference AbstractScientific

patent
science
communication sciences
macro level
learning

Knitting Company Performance and Board Interlocks: An Exploration with the Finnish Software Industry

Hyrysalmi, S., Suominen, A., Ruohonen, J., Seppänen, M. & Järvi, A., 1 Jan 2017, Software Business - 8th International Conference, ICSOB 2017, Proceedings: ICSOB 2017. Werder, K., Ojala, A. & Holmstrom Olsson, H. (eds.). Springer, p. 67-81 15 p. (Lecture Notes in Business Information Processing, Vol. 304).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Industry
Software
Quantitative Analysis
Economics
Interlock

Osaamisen huoltovarmuus Suomen puolustuksen teknologisen ja teollisen perustan turvaamisessa

Translated title of the contribution: Competence-based security of supply to guarantee the technological and industrial basis of Finland’s defenceSalonen, J., Ahonen, P., Dufva, M., Heikkilä, A-M., Jenu, M., Olli, P., Pelkonen, A., Siljander, A. & Suominen, A., 20 Dec 2017, Prime Minister's Office Finland. 78 p. (Valtioneuvoston selvitys- ja tutkimustoiminnan julkaisusarja; No. 81, Vol. 2017).

Research output: Book/ReportReportProfessional

Open Access
mink
Finland

Pathways to a drug: A mixed methods analysis of emergence

Suominen, A. & Dedehayir, O., 1 Dec 2017, In : International Journal of Innovation Management. 21, 8, 12 p., 1740011.

Research output: Contribution to journalArticleScientificpeer-review

Ecosystems
Data mining
Pathway
Ecosystem
Mixed methods

Pathways to a drug: A mixed methods analysis of emergence

Suominen, A. & Dedehayir, O., 1 Dec 2017, In : International Journal of Innovation Management. 21, 8, 1740011.

Research output: Contribution to journalArticleScientificpeer-review

Ecosystems
Data mining
Pathway
Ecosystem
Mixed methods
2 Citations (Scopus)

Software Start-up failure An exploratory study on the impact of investment

Suominen, A., Hyrynsalmi, S., Seppänen, M., Still, K. & Aarikka-Stenroos, L., 1 Jan 2017, In : CEUR Workshop Proceedings. 2053, p. 55-64 10 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
Industry
Shareholders

Topic modelling approach to knowledge depth and breadth: Analyzing trajectories of technological knowledge

Suominen, A., 31 Jul 2017, 2017 IEEE Technology and Engineering Management Society Conference, TEMSCON 2017. Institute of Electrical and Electronic Engineers IEEE, p. 55-60 6 p. 7998354

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Trajectories
Industry
Unsupervised learning
Technological knowledge
Trajectory

Unsupervised learning based linkages between patents and scholarly publications

Suominen, A. & Toivanen, H., 2017.

Research output: Contribution to conferenceConference AbstractScientific

patent
learning
science
Finland
semantics
1 Citation (Scopus)

Using machine learning approaches to identify emergence: Case of vehicle related patent data

Ranaei, S. & Suominen, A., 29 Nov 2017, PICMET 2017 - Portland International Conference on Management of Engineering and Technology: Technology Management for the Interconnected World, Proceedings. Institute of Electrical and Electronic Engineers IEEE, Vol. 2017-January. p. 1-8 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

patent
Learning systems
learning
learning method
Medical applications
2016
13 Citations (Scopus)

A bibliometric analysis of the development of next generation active nanotechnologies

Suominen, A., Li, Y., Youtie, J. & Shapira, P., 2016, In : Journal of Nanoparticle Research. 18, 9, 18 p., 270.

Research output: Contribution to journalArticleScientificpeer-review

Bibliometrics
Nanotechnology
nanotechnology
patents
Governance
7 Citations (Scopus)

Ecosystems Here, There, and Everywhere: A Barometrical Analysis of the Roots of 'Software Ecosystem'

Suominen, A., Hyrynsalmi, S. & Seppänen, M., 7 Jun 2016, Software Business. Springer, p. 32-46 (Lecture Notes in Business Information Processing, Vol. 240).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

software
ecosystem
analysis
innovation
methodology

Innovation Systems and Ecosystems: A Review and Synthesis

Suominen, A., Seppänen, M. & Dedehayir, O., 2016, 2016 XXVII ISPIM Innovation Conference. International Society for Professional Innovation Management ISPIM, 14 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientific

innovation
ecosystem
terminology
ecosystem approach
3 Citations (Scopus)

Insights from social network analysis - Case board interlocks in finnish game industry

Suominen, A., Rilla, N., Oksanen, J. & Still, K., 10 Mar 2016, System Sciences (HICSS), 2016 49th Hawaii International Conference on . Institute of Electrical and Electronic Engineers IEEE, p. 4515-4524

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Industry
Social network analysis
Interlock
Centrality
Resources

Kyberosaaminen Suomessa: Nykytila ja tiekartta tulevaisuuteen

Translated title of the contribution: Cyber security competencies in Finland: Current state and roadmap for the futurePelkonen, A., Ahlqvist, T., Leinonen, A., Nieminen, M., Salonen, J., Savola, R., Savolainen, P., Suominen, A., Toivanen, H., Kyheröinen, J. & Remes, J., 2016, 90 p. (Valtioneuvoston selvitys- ja tutkimustoiminnan julkaisusarja, Vol. 9/2015).

Research output: Book/ReportReportProfessional

Israel
Finland
30 Citations (Scopus)

Map of science with topic modeling: Comparison of unsupervised learning and human-assigned subject classification

Suominen, A. & Toivanen, H., 2016, In : Journal of the Association for Information Science and Technology. 67, 10, p. 2464-2476

Research output: Contribution to journalArticleScientificpeer-review

Open Access
Unsupervised learning
science
knowledge
learning
cartography

Mobile Application Ecosystems: An Analysis of Android Ecosystem

Hyrynsalmi, S., Suominen, A., Mäkilä, T. & Knuutila, T., 2016, Encyclopedia of E-Commerce Development, Implementation, and Management. IGI Global, p. 1418-1434

Research output: Chapter in Book/Report/Conference proceedingChapter or book articleProfessional

3 Citations (Scopus)

Multi-homing in ecosystems and firm performance: Does it improve software companies' ROA?

Hyrynsalmi, S., Suominen, A., Jansen, S. & Yrjönkoski, K., 2016, In : CEUR Workshop Proceedings. 1808, p. 56-69

Research output: Contribution to journalArticleScientificpeer-review

Open Access
Ecosystems
Industry
Joining
Marketing
2 Citations (Scopus)

Patent-based technology forecasting: case of electric and hydrogen vehicle

Ranaei, S., Karvonen, M., Suominen, A. & Kässi, T., 2016, In : International Journal of Energy Technology and Policy. 12, 1, p. 20-40

Research output: Contribution to journalArticleScientificpeer-review

Open Access
patent
hydrogen
Automotive industry
automotive industry
Hydrogen
19 Citations (Scopus)

The influence of developer multi-homing on competition between software ecosystems

Hyrynsalmi, S., Suominen, A. & Mäntymäki, M., 2016, In : Journal of Systems and Software. 111, p. 119-127

Research output: Contribution to journalArticleScientificpeer-review

Ecosystems
Risk management
2015
6 Citations (Scopus)

Busting myths of electronic word of mouth: The relationship between customer ratings and the sales of mobile applications

Hyrynsalmi, S., Seppänen, M., Aarikka-Stenroos, L., Suominen, A., Järveläinen, J. & Harkke, V., 2015, In : Journal of Theoretical and Applied Electronic Commerce Research. 10, 2, p. 1-18

Research output: Contribution to journalArticleScientificpeer-review

Open Access
Sales
Personnel rating
Ecosystems
Decision making
Mobile applications
2 Citations (Scopus)

Epistemic integration of the European Research Area: The shifting geography of the knowledge base of Finnish research, 1995-2010

Toivanen, H. & Suominen, A., 2015, In : Science and Public Policy. 42, 4, p. 549-566

Research output: Contribution to journalArticleScientificpeer-review

geography
research policy
conceptual framework
fragmentation

Map of science based on unsupervised learning

Suominen, A. & Toivanen, H., 2015.

Research output: Contribution to conferenceConference articleScientific

learning
cartography
science
14 Citations (Scopus)

Map of technology: Topic modelling full-text patent data

Suominen, A. & Toivanen, H., 2015.

Research output: Contribution to conferenceConference articleScientific

Unsupervised learning
Probability distributions
Data mining
Learning systems
Processing
Open Access
Innovation policy
Economics
Politicians
Modernization
Developing countries
6 Citations (Scopus)

The global inventor gap: Distribution and equality of world-wide inventive effort, 1990-2010

Toivanen, H. & Suominen, A., 2015, In : PLoS ONE. 10, 4, e0122098.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
Inventors
Patents and inventions
Accidental Falls
Population
Patents

The role of developer multi-homing and keystone developers in mobile ecosystem competition

Hyrynsalmi, S., Suominen, A. & Mäntymäki, M., 2015.

Research output: Contribution to conferenceConference AbstractScientific

Ecosystems

Unsupervised learning based patent landscapes using full-text patent data

Suominen, A. & Toivanen, H., 24 Sep 2015, Management of Engineering and Technology (PICMET), 2015 Portland International Conference on. Institute of Electrical and Electronic Engineers IEEE, p. 2195-2203

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Patent data
Technological knowledge
Unsupervised learning
Managers
Patents
15 Citations (Scopus)

Wealthy, Healthy and/or Happy: What does ‘Ecosystem Health’ Stand for ?

Hyrynsalmi, S., Seppänen, M., Nokkala, T., Suominen, A. & Järvi, A., 2015, Software Business: ICSOB 2015. Springer, p. 272-287 (Lecture Notes in Business Information Processing, Vol. 210).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Ecosystems
Health
Terminology
Industry
2014

A mixed quantitative-qualitative FTA approach for analysing emerging technologies

Leinonen, A., Suominen, A., Ahlqvist, T. & Toivanen, H., 2014.

Research output: Contribution to conferenceConference PosterScientific

Arctic
poster
patent
expert
5 Citations (Scopus)

Bibliometric data and actual development in technology life cycles: Flaws in assumptions

Suominen, A. & Seppänen, M., 2014, In : Foresight. 16, 1, p. 37-53

Research output: Contribution to journalArticleScientificpeer-review

Extrapolation
Life cycle
Defects
Flash memory
Light emitting diodes

Bibliometrinen tutkimustieto ja tiedepolitiikka

Toivanen, H. & Suominen, A., 2014, In : Tieteessä tapahtuu. 32, 2, p. 21-26 6 p.

Research output: Contribution to journalArticleGeneral public

Open Access
61 Citations (Scopus)

Clustering scientific documents with topic modeling

Yau, C-K., Porter, A., Newman, N. & Suominen, A., 2014, In : Scientometrics. 100, 3, p. 767-786

Research output: Contribution to journalArticleScientificpeer-review

Learning systems
text analysis
learning
Statistical Models
8 Citations (Scopus)

Forecasting emerging technologies of low emission vehicle

Ranaei, S., Karvonen, M., Suominen, A. & Kässi, T., 2014, Proceedings of PICMET '14 Conference: Portland International Center for Management of Engineering and Technology; Infrastructure and Service Integration. Institute of Electrical and Electronic Engineers IEEE, p. 2924-2937

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Hydrogen fuels
Fuel cells
Life cycle
Railroad cars
Industry
49 Citations (Scopus)

Garbage in, garbage out: Impact of sequence matching based text cleaning and phrase identification on unsupervised text mining

Suominen, A. & Toivanen, H., 2014, Proceedings of the 4th Global TechMining Conference. 2 p.

Research output: Chapter in Book/Report/Conference proceedingConference abstract in proceedingsScientific

Unsupervised learning
Cleaning
Fuel cells
Processing
Semantics
13 Citations (Scopus)

Phases of growth in a green tech research network: a bibliometric evaluation of fuel cell technology from 1991 to 2010

Suominen, A., 2014, In : Scientometrics. 100, 1, p. 51-72 22 p.

Research output: Contribution to journalArticleScientificpeer-review

Fuel cells
evaluation
science
European cooperation
Operations research