More than Just Lines on a Map: Best Practices for U.S Bike Routes
Slides Talk 01122008 Sysbiol2008
1. symmetric
monoidal
(bi)categories
with feedback
and biological
networks
symmetric monoidal (bi)categories E Pareja-Tobes, M
Manrique, R
with feedback and biological Tobes, E Pareja
networks Introduction
why categories?
Categories
objects and relations
objects, relations,
E Pareja-Tobes M Manrique R Tobes E Pareja relations between
relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
Era7 bioinformatics approaches
the future
Work in progress
Sysbiol 2008
December 1, 2008
2. symmetric
Outline monoidal
(bi)categories
with feedback
and biological
networks
Introduction
E Pareja-Tobes, M
why categories? Manrique, R
Tobes, E Pareja
What is category theory? Introduction
why categories?
Categories: objects and relations
Categories
n-categories: objects, relations, relations objects and relations
objects, relations,
between relations, . . . relations between
relations . . .
symmetric
Symmetric monoidal categories with feedback and monoidal
categories with
biological networks feedback
example model: Quorum
Example: Quorum sensing in Vibrio harveyi sensing
Relationship with other
Relationship with other approaches approaches
the future
Work in progress
Work in progress and future directions
Work in progress
3. symmetric
Outline monoidal
(bi)categories
with feedback
and biological
networks
Introduction
E Pareja-Tobes, M
why categories? Manrique, R
Tobes, E Pareja
What is category theory? Introduction
why categories?
Categories: objects and relations
Categories
n-categories: objects, relations, relations objects and relations
objects, relations,
between relations, . . . relations between
relations . . .
symmetric
Symmetric monoidal categories with feedback and monoidal
categories with
biological networks feedback
example model: Quorum
Example: Quorum sensing in Vibrio harveyi sensing
Relationship with other
Relationship with other approaches approaches
the future
Work in progress
Work in progress and future directions
Work in progress
4. symmetric
Outline monoidal
(bi)categories
with feedback
and biological
networks
Introduction
E Pareja-Tobes, M
why categories? Manrique, R
Tobes, E Pareja
What is category theory? Introduction
why categories?
Categories: objects and relations
Categories
n-categories: objects, relations, relations objects and relations
objects, relations,
between relations, . . . relations between
relations . . .
symmetric
Symmetric monoidal categories with feedback and monoidal
categories with
biological networks feedback
example model: Quorum
Example: Quorum sensing in Vibrio harveyi sensing
Relationship with other
Relationship with other approaches approaches
the future
Work in progress
Work in progress and future directions
Work in progress
5. symmetric
Outline monoidal
(bi)categories
with feedback
and biological
networks
Introduction
E Pareja-Tobes, M
why categories? Manrique, R
Tobes, E Pareja
What is category theory? Introduction
why categories?
Categories: objects and relations
Categories
n-categories: objects, relations, relations objects and relations
objects, relations,
between relations, . . . relations between
relations . . .
symmetric
Symmetric monoidal categories with feedback and monoidal
categories with
biological networks feedback
example model: Quorum
Example: Quorum sensing in Vibrio harveyi sensing
Relationship with other
Relationship with other approaches approaches
the future
Work in progress
Work in progress and future directions
Work in progress
6. symmetric
why categories? monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Systems biology Manrique, R
Tobes, E Pareja
imposes a Introduction
why categories?
Categories
Relational view of biology objects and relations
objects, relations,
relations between
relations . . .
emphasis on symmetric
monoidal
categories with
processes → compositionality feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
mathematical framework?
7. symmetric
why categories? monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Systems biology Manrique, R
Tobes, E Pareja
imposes a Introduction
why categories?
Categories
Relational view of biology objects and relations
objects, relations,
relations between
relations . . .
emphasis on symmetric
monoidal
categories with
processes → compositionality feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
mathematical framework?
8. symmetric
why categories? monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Systems biology Manrique, R
Tobes, E Pareja
imposes a Introduction
why categories?
Categories
Relational view of biology objects and relations
objects, relations,
relations between
relations . . .
emphasis on symmetric
monoidal
categories with
processes → compositionality feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
mathematical framework?
9. symmetric
why categories? monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Systems biology Manrique, R
Tobes, E Pareja
imposes a Introduction
why categories?
Categories
Relational view of biology objects and relations
objects, relations,
relations between
relations . . .
emphasis on symmetric
monoidal
categories with
processes → compositionality feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
mathematical framework?
10. symmetric
why categories? monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Systems biology Manrique, R
Tobes, E Pareja
imposes a Introduction
why categories?
Categories
Relational view of biology objects and relations
objects, relations,
relations between
relations . . .
emphasis on symmetric
monoidal
categories with
processes → compositionality feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
mathematical framework?
11. symmetric
why categories? monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Systems biology Manrique, R
Tobes, E Pareja
imposes a Introduction
why categories?
Categories
Relational view of biology objects and relations
objects, relations,
relations between
relations . . .
emphasis on symmetric
monoidal
categories with
processes → compositionality feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
mathematical framework?
12. Categories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
13. Categories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
objects Categories
objects and relations
objects, relations,
relations between
relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
14. Categories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
A
E Pareja-Tobes, M
Manrique, R
B Tobes, E Pareja
C
Introduction
D why categories?
objects E Categories
objects and relations
objects, relations,
relations between
relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
15. Categories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
A
E Pareja-Tobes, M
Manrique, R
B Tobes, E Pareja
C
Introduction
D why categories?
objects E Categories
objects and relations
objects, relations,
relations between
relations relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
16. Categories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
A
E Pareja-Tobes, M
Manrique, R
B Tobes, E Pareja
C
Introduction
D why categories?
objects E Categories
objects and relations
objects, relations,
relations between
relations relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
17. Categories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
A
E Pareja-Tobes, M
Manrique, R
B Tobes, E Pareja
C
Introduction
D why categories?
objects E Categories
objects and relations
objects, relations,
relations between
relations relations . . .
symmetric
monoidal
composition categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
18. Categories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
objects Categories
objects and relations
f objects, relations,
relations between
relations g
relations . . .
symmetric
monoidal
composition categories with
feedback
example model: Quorum
sensing
Relationship with other
g f approaches
the future
Work in progress
19. Categories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
objects Categories
objects and relations
f objects, relations,
relations between
relations g
relations . . .
symmetric
monoidal
composition categories with
feedback
example model: Quorum
sensing
Relationship with other
g f
+ some axioms approaches
the future
Work in progress
20. Bicategories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
21. Bicategories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
22. Bicategories symmetric
A monoidal
(bi)categories
with feedback
B and biological
networks
C
E Pareja-Tobes, M
D Manrique, R
E Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
23. Bicategories symmetric
A monoidal
(bi)categories
with feedback
B and biological
networks
C
E Pareja-Tobes, M
D Manrique, R
E Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
24. Bicategories symmetric
A monoidal
(bi)categories
with feedback
B and biological
networks
C
E Pareja-Tobes, M
D Manrique, R
E Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
25. Bicategories symmetric
A monoidal
(bi)categories
with feedback
B and biological
networks
C
E Pareja-Tobes, M
D Manrique, R
E Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
composition of relations feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
26. Bicategories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
f Introduction
why categories?
g
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
g f
categories with
composition of relations feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
27. Bicategories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
composition of relations feedback
example model: Quorum
relations between relations (2-cells) sensing
Relationship with other
approaches
the future
Work in progress
28. Bicategories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
composition of relations feedback
example model: Quorum
relations between relations (2-cells) sensing
Relationship with other
approaches
the future
Work in progress
29. Bicategories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
composition of relations feedback
example model: Quorum
relations between relations (2-cells) sensing
Relationship with other
2 different compositions of 2-cells: approaches
the future
Work in progress
30. Bicategories symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
composition of relations feedback
example model: Quorum
relations between relations (2-cells) sensing
Relationship with other
2 different compositions of 2-cells: approaches
the future
vertical ≡ sequential Work in progress
31. Bicategories symmetric
monoidal
(bi)categories
f
with feedback
α
and biological
networks
βα
β E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
g
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
composition of relations feedback
example model: Quorum
relations between relations (2-cells) sensing
Relationship with other
2 different compositions of 2-cells: approaches
the future
vertical ≡ sequential Work in progress
32. Bicategories symmetric
monoidal
(bi)categories
f
with feedback
α
and biological
networks
βα
β E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
g
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
composition of relations feedback
example model: Quorum
relations between relations (2-cells) sensing
Relationship with other
2 different compositions of 2-cells: approaches
the future
vertical ≡ sequential Work in progress
horizontal ≡ parallel
33. f' f
Bicategories symmetric
monoidal
(bi)categories
f f'
with feedback
and biological
β networks
α β*α
E Pareja-Tobes, M
Manrique, R
g' Tobes, E Pareja
g
Introduction
why categories?
g' g
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
composition of relations feedback
example model: Quorum
relations between relations (2-cells) sensing
Relationship with other
2 different compositions of 2-cells: approaches
the future
vertical ≡ sequential Work in progress
horizontal ≡ parallel
34. f' f
Bicategories symmetric
monoidal
(bi)categories
f f'
with feedback
and biological
β networks
α β*α
E Pareja-Tobes, M
Manrique, R
g' Tobes, E Pareja
g
Introduction
why categories?
g' g
Categories
objects and relations
objects, relations,
relations between
relations . . .
objects (0-cells) symmetric
relations (1-cells) monoidal
categories with
composition of relations feedback
example model: Quorum
relations between relations (2-cells) sensing
Relationship with other
2 different compositions of 2-cells: approaches
the future
vertical ≡ sequential Work in progress
horizontal ≡ parallel
+ some (more complex) axioms
35. symmetric
n-categories monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
36. symmetric
n-categories monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
model relations between relations between . . .
Introduction
why categories?
Categories
objects and relations
objects, relations,
relations between
relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
37. symmetric
n-categories monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
model relations between relations between . . .
Introduction
why categories?
Categories
objects and relations
definition: active area of research! objects, relations,
relations between
relations . . .
symmetric
monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
38. symmetric
n-categories monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
model relations between relations between . . .
Introduction
why categories?
Categories
objects and relations
definition: active area of research! objects, relations,
relations between
relations . . .
symmetric
monoidal
categories with
see for example feedback
example model: Quorum
sensing
Relationship with other
approaches
Higher-Dimensional Categories: an illustrated guide book Cheng, E. Lauda, A. the future
Work in progress
39. symmetric monoidal categories with symmetric
monoidal
(bi)categories
feedback with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
defined by Walters et al as a framework for the why categories?
modelling of concurrent and distributed processes. Categories
objects and relations
objects, relations,
relations between
relations . . .
symmetric
Bicategories of processes Katis P. Sabadini N. Walters R. 1997 monoidal
categories with
On the algebra of systems with feedback and boundary Katis P. Sabadini N. feedback
example model: Quorum
Walters R. 2000 sensing
Relationship with other
approaches
the future
Work in progress
40. symmetric monoidal categories with symmetric
monoidal
(bi)categories
feedback with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
defined by Walters et al as a framework for the why categories?
modelling of concurrent and distributed processes. Categories
objects and relations
objects, relations,
relations between
relations . . .
symmetric
Bicategories of processes Katis P. Sabadini N. Walters R. 1997 monoidal
categories with
On the algebra of systems with feedback and boundary Katis P. Sabadini N. feedback
example model: Quorum
Walters R. 2000 sensing
Relationship with other
approaches
the future
Work in progress
41. symmetric monoidal categories with symmetric
monoidal
(bi)categories
feedback with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
Introduction
defined by Walters et al as a framework for the why categories?
modelling of concurrent and distributed processes. Categories
objects and relations
objects, relations,
relations between
relations . . .
symmetric
Bicategories of processes Katis P. Sabadini N. Walters R. 1997 monoidal
categories with
On the algebra of systems with feedback and boundary Katis P. Sabadini N. feedback
example model: Quorum
Walters R. 2000 sensing
Relationship with other
approaches
the future
Work in progress
42. symmetric
symmetric monoidal monoidal
(bi)categories
with feedback
and biological
There is an operation, ⊗, which acts on networks
E Pareja-Tobes, M
Manrique, R
objects: Tobes, E Pareja
Introduction
A, B → A ⊗ B why categories?
Categories
and 1-cells: objects and relations
objects, relations,
relations between
relations . . .
g f ⊗g
f symmetric
(A → B, C − D) → A ⊗ C − → B ⊗ D
− → − monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
≡ parallel composition Work in progress
+ associativity, unit, and symmetry
43. symmetric
symmetric monoidal monoidal
(bi)categories
with feedback
and biological
There is an operation, ⊗, which acts on networks
E Pareja-Tobes, M
Manrique, R
objects: Tobes, E Pareja
Introduction
A, B → A ⊗ B why categories?
Categories
and 1-cells: objects and relations
objects, relations,
relations between
relations . . .
g f ⊗g
f symmetric
(A → B, C − D) → A ⊗ C − → B ⊗ D
− → − monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
≡ parallel composition Work in progress
+ associativity, unit, and symmetry
44. symmetric
symmetric monoidal monoidal
(bi)categories
with feedback
and biological
There is an operation, ⊗, which acts on networks
E Pareja-Tobes, M
Manrique, R
objects: Tobes, E Pareja
Introduction
A, B → A ⊗ B why categories?
Categories
and 1-cells: objects and relations
objects, relations,
relations between
relations . . .
g f ⊗g
f symmetric
(A → B, C − D) → A ⊗ C − → B ⊗ D
− → − monoidal
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
≡ parallel composition Work in progress
+ associativity, unit, and symmetry
45. interpretation symmetric
monoidal
(bi)categories
with feedback
and biological
networks
input source
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
A1
Introduction
A2 A1 ⊗ . . . ⊗ An
A3 why categories?
Categories
objects and relations
An
objects, relations,
relations between
relations . . .
symmetric
output target monoidal
categories with
feedback
example model: Quorum
sensing
B1 Relationship with other
approaches
B1 ⊗ . . . ⊗ Bm
B2 the future
B3 Work in progress
Bm
46. symmetric
interpretation monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
process 1-cell Introduction
why categories?
Categories
p objects and relations
A1 ⊗ . . . ⊗ An − B1 ⊗ . . . ⊗ Bm
→ objects, relations,
A1 relations between
P B1 relations . . .
A2 B2 symmetric
A3 B3 monoidal
categories with
feedback
An Bm example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
47. symmetric
interpretation monoidal
(bi)categories
with feedback
and biological
sequential composition composition of 1-cells networks
/ B1 ⊗ . . . ⊗ Bm
p1
E Pareja-Tobes, M
A1 ⊗ . . . ⊗ Q n
A
QQQ Manrique, R
A1 B1 C1
QQQ
P1 P2 Tobes, E Pareja
Q
p2 ◦p1 QQQ
A2 B2 C2 p2
A3 B3 C3
Q( Introduction
An Bm Ck
C1 ⊗ . . . ⊗ Ck why categories?
Categories
objects and relations
objects, relations,
parallel composition tensor relations between
relations . . .
(A1 ⊗ . . . ⊗ An ) ⊗ (C1 ⊗ . . . ⊗ Ck ) symmetric
A1 B1 monoidal
P1 categories with
A2 B2 p1 ⊗p2
A3 B3 feedback
example model: Quorum
An Bm sensing
(B1 ⊗ . . . ⊗ Bm ) ⊗ (D1 ⊗ . . . ⊗ Dj ) Relationship with other
approaches
the future
C1 D1
Work in progress
P2
C2 D2
C3 D3
Ck Dh
48. interpretation symmetric
monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
feedback feedback
Introduction
why categories?
/ B⊗U
p
A⊗U
A1 B1 Categories
P1 objects and relations
A2 B2
B3 objects, relations,
A3
U
U relations between
relations . . .
An
/B
Bm
symmetric
A monoidal
fbU (f )
categories with
feedback
example model: Quorum
sensing
Relationship with other
approaches
the future
Work in progress
49. symmetric
Quorum sensing in Vibrio harveyi monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
why? Introduction
why categories?
Categories
objects and relations
metabolic, transcriptional and signaling objects, relations,
relations between
phenomena involved relations . . .
symmetric
data available monoidal
categories with
feedback
enough complexity as a test for this kind of example model: Quorum
sensing
approach Relationship with other
approaches
the future
Work in progress
50. symmetric
Quorum sensing in Vibrio harveyi monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
why? Introduction
why categories?
Categories
objects and relations
metabolic, transcriptional and signaling objects, relations,
relations between
phenomena involved relations . . .
symmetric
data available monoidal
categories with
feedback
enough complexity as a test for this kind of example model: Quorum
sensing
approach Relationship with other
approaches
the future
Work in progress
51. symmetric
Quorum sensing in Vibrio harveyi monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
why? Introduction
why categories?
Categories
objects and relations
metabolic, transcriptional and signaling objects, relations,
relations between
phenomena involved relations . . .
symmetric
data available monoidal
categories with
feedback
enough complexity as a test for this kind of example model: Quorum
sensing
approach Relationship with other
approaches
the future
Work in progress
52. symmetric
Quorum sensing in Vibrio harveyi monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
why? Introduction
why categories?
Categories
objects and relations
metabolic, transcriptional and signaling objects, relations,
relations between
phenomena involved relations . . .
symmetric
data available monoidal
categories with
feedback
enough complexity as a test for this kind of example model: Quorum
sensing
approach Relationship with other
approaches
the future
Work in progress
53. symmetric
Quorum sensing in Vibrio harveyi monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
why? Introduction
why categories?
Categories
objects and relations
metabolic, transcriptional and signaling objects, relations,
relations between
phenomena involved relations . . .
symmetric
data available monoidal
categories with
feedback
enough complexity as a test for this kind of example model: Quorum
sensing
approach Relationship with other
approaches
the future
Work in progress
54. symmetric
Quorum sensing in Vibrio harveyi monoidal
(bi)categories
with feedback
and biological
networks
E Pareja-Tobes, M
Manrique, R
Tobes, E Pareja
why? Introduction
why categories?
Categories
objects and relations
metabolic, transcriptional and signaling objects, relations,
relations between
phenomena involved relations . . .
symmetric
data available monoidal
categories with
feedback
enough complexity as a test for this kind of example model: Quorum
sensing
approach Relationship with other
approaches
the future
Work in progress