<s>
Domain	B-Algorithm
driven	I-Algorithm
data	I-Algorithm
mining	I-Algorithm
is	O
a	O
data	B-Application
mining	I-Application
methodology	O
for	O
discovering	O
actionable	B-Algorithm
knowledge	I-Algorithm
and	O
deliver	O
actionable	B-Algorithm
insights	I-Algorithm
from	O
complex	O
data	O
and	O
behaviors	O
in	O
a	O
complex	O
environment	O
.	O
</s>
<s>
It	O
studies	O
the	O
corresponding	O
foundations	O
,	O
frameworks	O
,	O
algorithms	O
,	O
models	O
,	O
architectures	O
,	O
and	O
evaluation	O
systems	O
for	O
actionable	B-Algorithm
knowledge	I-Algorithm
discovery	I-Algorithm
.	O
</s>
<s>
Data-driven	B-Application
pattern	I-Application
mining	I-Application
and	O
knowledge	B-Application
discovery	I-Application
in	I-Application
databases	I-Application
face	O
such	O
challenges	O
that	O
the	O
discovered	O
outputs	O
are	O
often	O
not	O
actionable	O
.	O
</s>
<s>
In	O
the	O
era	O
of	O
big	B-Application
data	I-Application
,	O
how	O
to	O
effectively	O
discover	O
actionable	B-Algorithm
insights	I-Algorithm
from	O
complex	O
data	O
and	O
environment	O
is	O
critical	O
.	O
</s>
<s>
A	O
significant	O
paradigm	O
shift	O
is	O
the	O
evolution	O
from	O
data-driven	B-Application
pattern	I-Application
mining	I-Application
to	O
domain-driven	O
actionable	B-Algorithm
knowledge	I-Algorithm
discovery	I-Algorithm
.	O
</s>
<s>
Domain	B-Algorithm
driven	I-Algorithm
data	I-Algorithm
mining	I-Algorithm
is	O
to	O
enable	O
the	O
discovery	O
and	O
delivery	O
of	O
actionable	B-Algorithm
knowledge	I-Algorithm
and	O
actionable	B-Algorithm
insights	I-Algorithm
.	O
</s>
<s>
Domain	B-Algorithm
driven	I-Algorithm
data	I-Algorithm
mining	I-Algorithm
has	O
attracted	O
significant	O
attention	O
from	O
both	O
academic	O
and	O
industry	O
.	O
</s>
<s>
There	O
was	O
a	O
workshop	O
series	O
on	O
domain	B-Algorithm
driven	I-Algorithm
data	I-Algorithm
mining	I-Algorithm
during	O
2007-2014	O
with	O
the	O
IEEE	O
International	O
Conference	O
on	O
Data	B-Application
Mining	I-Application
and	O
a	O
special	O
issue	O
published	O
by	O
the	O
IEEE	O
Transactions	O
on	O
Knowledge	O
and	O
Data	O
Engineering	O
.	O
</s>
<s>
There	O
are	O
also	O
various	O
new	O
research	O
problems	O
and	O
challenges	O
in	O
the	O
last	O
decade	O
,	O
where	O
the	O
incorporation	O
of	O
domain	O
knowledge	O
into	O
data	B-Application
mining	I-Application
processes	O
and	O
models	O
,	O
such	O
as	O
deep	O
neural	O
networks	O
,	O
graph	O
embedding	O
,	O
text	O
mining	O
,	O
and	O
reinforcement	O
learning	O
,	O
is	O
critically	O
important	O
.	O
</s>
<s>
Actionable	B-Algorithm
knowledge	I-Algorithm
refers	O
to	O
the	O
knowledge	O
that	O
can	O
inform	O
decision-making	O
actions	O
and	O
be	O
converted	O
to	O
decision-making	O
actions	O
.	O
</s>
<s>
The	O
actionability	O
of	O
data	B-Application
mining	I-Application
and	O
machine	O
learning	O
findings	O
,	O
also	O
called	O
knowledge	B-Algorithm
actionability	I-Algorithm
,	O
refers	O
to	O
the	O
satisfaction	O
of	O
both	O
technical	O
(	O
statistical	O
)	O
and	O
business-oriented	O
evaluation	O
metrics	O
or	O
measures	O
in	O
terms	O
of	O
objective	O
and/or	O
subjective	O
perspectives	O
.	O
</s>
<s>
The	O
research	O
and	O
innovation	O
on	O
actionable	B-Algorithm
knowledge	I-Algorithm
discovery	I-Algorithm
can	O
be	O
deemed	O
a	O
paradigm	O
shift	O
from	O
knowledge	O
discovery	O
from	O
data	O
to	O
actionable	B-Algorithm
knowledge	I-Algorithm
discovery	I-Algorithm
and	O
delivery	O
by	O
mining	O
complex	O
data	O
for	O
complex	O
knowledge	O
in	O
either	O
a	O
multi-feature	O
,	O
multi-source	O
,	O
or	O
multi-method	O
scenario	O
.	O
</s>
<s>
Actionable	B-Algorithm
insight	I-Algorithm
enables	O
accurate	O
and	O
in-depth	O
understanding	O
of	O
things	O
or	O
objects	O
and	O
their	O
characteristics	O
,	O
events	O
,	O
stories	O
,	O
occurrences	O
,	O
patterns	O
,	O
exceptions	O
,	O
and	O
evolution	O
and	O
dynamics	O
hidden	O
in	O
the	O
data	O
world	O
and	O
corresponding	O
decision-making	O
actions	O
on	O
top	O
of	O
the	O
insights	O
.	O
</s>
<s>
Actionable	B-Algorithm
knowledge	I-Algorithm
may	O
disclose	O
actionable	B-Algorithm
insights	I-Algorithm
.	O
</s>
