¦°¦Ñ?¦Ó¦Æ¦Å¦Ê¦Ó ¦Ã¦É¦Á ¦Ä?¦Ê¦Ó¦Ô¦Á ¦Ó¦Ï¦Ô LinkedIn ¦Ì¦Å ¦Ó¦Ç¦Í Python
?Download as PPTX, PDF?
0 likes?530 views
¦°¦Ñ?¦Ó¦Æ¦Å¦Ê¦Ó ¦Ã¦É¦Á ¦Ä?¦Ê¦Ó¦Ô¦Á ¦Ó¦Ï¦Ô LinkedIn ¦Ì¦Å ¦Ó¦Ç¦Í Python
- 2. ¦¯¦Ì?¦Ä¦Á: ¦¡¦Ð¦Ï¦Æ¦Ç¦Ï¦Ë?¦Ê¦Ç¦Ñ ¦¤?¦Æ¦Ç?¦È¦É¦Ï¦Ñ ¦£¦É¦Á¦Í¦Í¦Á¦Ê?¦Ð¦Ï?¦Ë¦Ï¦Ñ ?¦Ç?¦Ð¦Ã¦É¦Ï¦Ñ ¦£¦Ê¦Á¦Ð¦Ç¦Æ¦Ï¦Í?¦Ê¦Á¦Ñ ¦´¦Ð?¦Æ¦Ç¦Ï¦Ñ ¦¥?¦Ò¦Ï¦Ñ ¦£¦Å?¦Ð¦Ã¦É¦Ï¦Ñ ¦«¦Á¦È¦Ï?¦Ð?¦Ñ ¦¦É¦Ê?¦Ë¦Á¦Ï¦Ñ
- 4. ¦¢¦¦¦¬¦¡¦²¦¡ ¦³¦«¦¯¦°¦¯¦§¦¦?¦¦? ¦¤¦±¦£¦¡?¦§¦¡? ? ??¦Ë¦Ë¦Ï¦Ã? ¦Á¦Ð¦Á¦Ð¦Á?¦Ç¦Ç¦Ç¦Ø¦Í ¦Ä¦Å¦Ä¦Ï¦Ì?¦Í¦Ø¦Í ? ¦²¦Á¦Î¦É¦Í?¦Ì¦Ç¦Æ¦Ç ¦Ò¦Á¦Ð¦Á¦Ê¦Ç¦Ç¦Ð¦É¦Æ¦Ç¦É¦Ê?¦Í ? ¦¡¦Í?¦Ë?¦Æ¦Ç ¦Ä¦É¦Ê¦Ç?¦Ø¦Í ? ¦°¦Ï¦Ð?¦Æ¦Ì¦Á¦Ç¦Á ¦Á¦Í?¦Ë?¦Æ¦Ç¦Ñ ? ¦£¦Ð¦Á¦È¦É¦Ê? ¦Á¦Ð¦Å¦É¦Ê?¦Í¦É¦Æ¦Ç ¦Ç¦Ø¦Í ¦Ä¦É¦Ê¦Ç?¦Ø¦Í
- 5. ? ¦°¦Ë¦Á¦Ç¦È?¦Ð¦Ì¦Á ¦Ê¦Ï¦É¦Í¦Ø¦Í¦É¦Ê?¦Ñ ¦Ä¦É¦Ê¦Ç?¦Ø¦Æ¦Ç¦Ñ ? ¦´¦Ð?¦Æ¦Ç ¦Ê?¦Ð?¦Ø¦Ñ ¦Ã¦É¦Á ¦Å¦Ð¦Á¦Ã¦Ã¦Å¦Ë¦Ì¦Á¦Ç¦É¦Ê¦Ï?¦Ñ ¦Æ¦Ê¦Ï¦Ð¦Ï?¦Ñ ? ¦¬¦Å¦É¦Ï¦Í?¦Ê¦Ç¦Ç¦Ì¦Á: ¦°¦Å¦Ð¦É¦Ï¦Ð¦É¦Æ¦Ì?¦Ñ ¦Æ?¦Ë¦Ë¦Ï¦Ã?¦Ñ ¦Æ¦Ç¦Ï¦É¦Ò¦Å?¦Ø¦Í ¦Á¦Ð? ¦Ç¦Ï?¦Ñ ¦Ò¦Ð?¦Æ¦Ç¦Å¦Ñ
- 6. ?¦³¦«¦«¦¯¦£¦¦ ¦£¦¤¦£¦¯¦¬¦¤¦¦¸¦ ? ¦´¦Ð?¦Æ¦Ç ¦Ê¦Á¦Ç?¦Ë¦Ë¦Ç¦Ë¦Ï? ¦Ê?¦Ä¦É¦Ê¦Á (python script) ¦Ã¦É¦Á ¦Ç¦Ç¦Í ¦Æ?¦Ë¦Ë¦Ï¦Ã? ¦Ç¦Ø¦Í ¦Ä¦Å¦Ä¦Ï¦Ì?¦Í¦Ø¦Í
- 13. ¦²¦¡¦®¦§¦¦¯¦¬¦¦?¦¦ ¦´¦¡¦±¦¡¦ª¦²¦¦¦±¦§?¦²¦§¦ª¦¸¦ (COMPANIES) ? ? ? ? ? ? ? ? ? ? ? ? ? ? University of Patras (a) European Universities (b) European Universities (c) North American Universities (d) Other Universities (e) Schools and Education (f) Media and Publishing (g) Research and Development (h) Business, Management & Technology (i) Internet & ICTs (j) Arts & Entertainment Industries (k) Various Organizations (l) Public Sector (m) Other & Unclassified (o)
- 14. ¦´¦Ð?¦Æ¦Ç¦Ç¦Ñ ¦¡ (Ego A) University of Patras (a) Greek Universities (b) 3.00% 3.80% European Universities (c ) 3.00% 6.60% 6.00% North American Universities (d) 11.60% 11.00% 21.00% 11.80% 7.00% 5.80% 3.60% Other Universities (e) Schools and Education (f) Media and Publishing (g) Research and Development (h) Business, Management & Technology (i) 2.80% 3.00% Internet & ICTs (j) Arts & Entertainment Industries (k) Various Organizations (l) Public Sector (m) Other & Unclassified (o)
- 15. ¦´¦Ð?¦Æ¦Ç¦Ç¦Ñ ¦¢ (Ego B) University of Patras (a) Greek Universities (b) European Universities (c ) 3% 2% 6.20% 12.20% 8.40% North American Universities (d) 4.40% 3% Other Universities (e) Schools and education (f) 7.60% 13.40% 8.20% Media and Publishing (g) Research and Development (h) 10.60% Business, Management & Technology (i) 13.40% Internet & ICTs (j) 4.40% 2.80% Arts & Entertainment Industries (k) Various Organizations (l) Public Sector (m) Other & Unclassified (o)
- 16. ¦´¦Ð?¦Æ¦Ç¦Å¦Ñ ¦¡ ¦Ê¦Á¦É ¦¢ (Egos A&B) University of Patras (a) 4.60% Greek Universities (b) 5.00% 11.61% European Universities (c ) 6.81% North American Universities (d) Other Universities (e) 5.31% 14.72% Schools and Education (f) Media and Publishing (g) 5.61% Research and Development (h) 8.10% 8.61% Business, Management & Technology (i) Internet & ICTs (j) 10.21% 8.11% 5.11% 3.00% Arts & Entertainment Industries (k) Various Organizations (l) Public Sector (m) 3.20% Other & Unclassified (o)
- 17. ¦¡¦¦¡¦«¦³?¦¦ ¦£¦§¦ª¦²¦³¦¸¦ ? ¦´¦Ð?¦Æ¦Ç ¦Ê¦Á¦Ç?¦Ë¦Ë¦Ç¦Ë¦Ï? ¦Ê?¦Ä¦É¦Ê¦Á (python script) ¦Ã¦É¦Á ¦Ç¦Ç¦Í ¦Å¦Î¦Á¦Ã¦Ø¦Ã? ¦Ç¦Ø¦Í ¦Å¦Ð¦É¦È?¦Ì¦Ç¦Ç?¦Í ¦Ð¦Ï¦Ð¦É¦Æ¦Ì?¦Ç¦Ø¦Í
- 23. ¦£¦§¦ª¦²¦³¦¡¦ª¦¡ ¦¬¦¤¦£¦¤¦¨¦¦ ? Number of nodes ? Graph Connected/Disconnected ? Number of edges ? Number of Connected Componentes ? Graph density ? Average Shortest Path Length ? Degree Centrality ? Graph Diameter ? Betweenness Centrality ? Number of Cliques ? Closeness Centrality ? Number of Communities ? Eigenvector Centrality ? Degree Assortativity Coefficient ? Clustering Coefficient ? Attribute Assortativity Coefficient ? Transitivity Coefficient
- 26. ¦¯¦°¦²¦§¦ª¦¯¦°¦¯¦§¦¦?¦¦ (VISUALIZATION) ¦£¦§¦ª¦²¦³¦¸¦ ? ¦´¦Ð?¦Æ¦Ç ¦Ê¦Á¦Ç?¦Ë¦Ë¦Ç¦Ë¦Ï? ¦Ð¦Ð¦Ï¦Ã¦Ð?¦Ì¦Ì¦Á¦Ç¦Ï¦Ñ (Gephi) ¦Ã¦É¦Á ¦Ç¦Ç¦Í ¦Ã¦Ð¦Á¦È¦É¦Ê? ¦Ð¦Á¦Ð¦Ï?¦Æ?¦Á¦Æ¦Ç ¦Ç¦Ø¦Í ¦Ä¦É¦Ê¦Ç?¦Ø¦Í ¦Ì¦Á¦Ñ (Ego A,Ego B,Egos A&B)
- 27. Companies ¦´¦±¦¦?¦¦ ¦´¦±¦¸¦¬¦¡¦²¦¸¦ ¦£¦§¦¡ ¦²¦¯ VISUALIZATION Ids University of Patras a Greek Universities b European Universities c North American Universities d Other Universities e School and Education f Media and Publishing g Research and Development h Business, Management & Technology i Internet & ICTs j Arts & Entertainment Industries k Various Organizations l Public Sector m Other & Unclassified o Colors
- 33. ¦²¦´¦¦¯¦·¦§ ?¦£?¦Í¦Á¦Ç?¦Ç¦Ç¦Ç¦Á ¦Ã¦Å¦Í?¦Ê¦Å?¦Æ¦Ç¦Ñ ¦Ç¦Ø¦Í ¦Á¦Í¦Á¦Ë?¦Æ¦Å¦Ø¦Í ¦Ã¦É¦Á ¦Ð¦Å¦Ð¦É¦Æ¦Æ?¦Ç¦Å¦Ð¦Á ¦Ä?¦Ê¦Ç?¦Á-¦Ê¦Á¦Ç¦Á¦Í?¦Ç¦Æ¦Ç ¦Ë¦Å¦É¦Ç¦Ï?¦Ð¦Ã?¦Á¦Ñ ¦Ç¦Ï?¦Ñ ¦Ê¦Á¦É ?¦Í¦Ç¦Ë¦Ç¦Æ¦Ç ¦Ð¦Ë¦Ç¦Ð¦Ï¦È¦Ï¦Ð¦É?¦Í ¦Ì?¦Æ¦Á ¦Á¦Ð? ¦Á?¦Ç?