Note: Descriptions are shown in the official language in which they were submitted.
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Method for Training a Server for Content Delivery based on Communication of
State
Information from a Mobile Device Brovyrser
Fiel
[0001] This specification relates generally to mobile data communication
systems, and more
particularly to a method of training a server for content delivery based on
communication of
state information from a mobile device browser.
Background
[0002] Mobile communication devices are becoming increasingly popular for
business and
personal use due to a relatively recent increase in number of services and
features that the
devices and mobile infrastructures support. Handheld mobile communication
devices,
sometimes referred to
es as mobile stations, are essentially portable computers having wireless
capability, and come in various forms. These include Personal Digital
Assistants (PDAs), cellular
phones and smart phones.
[0003] It is known in the art to provide Internet browser functionality in
such mobile
communication devices. In operation, a browser user-agent In the handheld
mobile
communication device issues commands to an enterprise or proxy server
implementing a
Mobile Data Service (MDS), which functions as an acceleration server for
browsing the Internet
and transmitting text and images to the mobile device for display. Such
enterprise or proxy
servers generally do not store the state of their clients (i.e. the browser
user-agent), or if they
do, the state that is stored is minimal and limited to HTTP state (i.e.
cookies). Typically, such
enterprise or proxy servers fetch and transmit data to the browser user agent
when the browser
makes a data request. In order to improve the performance of the browser on
the mobile
device, some enterprise or proxy servers fetch all the data required in order
to fulfill the data
request from the browser, aggregate the fetched data, and transmit the data to
the device
browser. For instance, if a HyperText Markup Language (HTML) page Is
requested, the
enterprise or proxy server fetches any additional files referenced within the
HTML page (e.g.
Images, inline CSS code, JavaScxiipt7", etc.). Since the proxy server fetches
all the additional
files within the HTML file, the device does not have to make additional data
requests to retrieve
these additional files. Although this methodology is faster than having the
device make multiple
requests, the proxy server nonetheless has to send all of the data again if
the site is later
revisited. This Is because the proxy server has no knowledge of the device
caches (e.g. caches
that are saved in persistent memory, for different types of data such as a
content cache to store
raw data that is cached as a result of normal browser activity, a channel
cache containing data
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that is sent to the device by a channel or cache push, and a cookie cache
containing cookies
that are assigned to the browser by visited Web pages). For example, if a user
browses to
CNN.com, closes the browser to perform some other function (e.g. place a
telephone call or
access e-mail messages, etc.) and then later accesses the CNN.com Web site (or
follows a link
from CNN.com to a news story), the banner "CNN.com" will be transmitted from
the MDS to the
device browser each time the site is accessed, thereby consuming significant
bandwidth,
introducing delay, etc.
[0004] It is known in the art to provide local file caching. One approach is
set forth in
GloMop: Global Mobile Computing By Proxy, published September 13, 1995, by the
GloMop
Group, wherein PC Card hard drives are used as portable file caches for
storing, as an
example, all of the users' email and Web caches. The user synchronizes the
file caches and the
proxy server keeps track of the contents. Mobile applications (clients) are
able to check the file
caches before asking for information from the proxy server by having the
server verify that the
local version of a given file is current.
Summary
[0005] In general, there is provided a method of training a server for content
delivery based
on communication of state information from a mobile device browser, the method
comprising
providing a control channel between the server and mobile device browser,
transmitting over the
control channel a plurality of request messages from the mobile device browser
to the server for
Web pages, wherein each of the messages indicates browsing-related state data,
implementing
a heuristic algorithm within the server to detect and learn patterns of
request messages and pre-
fetching at least hypertext content of Web pages that the server has learned
will likely be
requested, and embedding the hypertext content in response codes within
response messages
over the control channel from said server to the mobile device browser.
[0006] A specific application of this method provides for communicating
information between
an enterprise or proxy server and a mobile Internet browser. An HTTP-like
protocol is set forth,
referred to herein as the Browser Session Management (BSM) protocol, for
providing a control
channel between the proxy server and the mobile device browser, so that the
mobile device
bowser can communicate to the proxy server what data the first mobile device
browser has
stored in memory (from previous browsing). The BSM protocol is an "out of
band" protocol in
that BSM communications are in addition to the usual stream of HTTP requests
from the mobile
device bowser to the proxy server and provide "metadata" relating to cache
contents. This
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metadata is used by the proxy server when handling subsequent requests from
the mobile
device browser, to determine what data to send to the mobile device browser,
thereby
significantly reducing data transfer on subsequent requests relative to the
prior art methodology
discussed above.
[0007] Because the proxy server is aware of what the mobile communication
device has
stored in its cache, the amount of data sent to the mobile communication
device may be
reduced, thereby increasing the performance of the mobile communication device
and reducing
operational cost. If after the first request the CNN.com banner is cached and
provided the proxy
server "knows" that the information has been cached, then there will be no
need to send the
CNN.com banner to the mobile device browser upon subsequent visits to the CNN
Web site.
[0008] According to another aspect, messages from the device to the proxy
server contain
hash values of different portions of documents (rather than the actual URLs)
which are used by
the proxy server to detect state changes in the device and utilize the
information in preparing
documents for transmission to the device. In another embodiment, the device
sends hashes of
the actual data of the portions (i.e. the actual image data, JavaScripts,
StyleSheets, etc.) and
the proxy server compares the received and stored data hashes for the portions
to determine if
the device already has the data for a particular portion (e.g. previously
retrieved with a different
URL), in which case the proxy server sends a response to the device with a
header that
indicates the device already has the data that is to be used for that portion.
A person of skill in
the art will appreciate that a one-way hash function transforms data into a
value of fixed length
(hash value) that represents the original data. Ideally, the hash function is
constructed so that
two sets of data will rarely generate the same hash value. Examples of known
hash functions
include MD2, MD5 and SHA-1.
[0009] In contrast to the prior art GloMop caching methodology discussed
above, the
exemplary method set forth herein synchronizes the cache contents when the
mobile device
browser connects to the proxy server in order to initiate a session and keeps
track of changes to
the cache via knowledge of what data has been sent to the mobile device
browser in
combination with state information periodically received from the mobile
device browser
identifying what has actually been cached. Also, as set forth in greater
detail below, the proxy
server uses this cache knowledge to determine what to send back to the mobile
device browser.
In contrast, the prior art GloMop methodology does not contemplate sending any
state
information to the proxy server for identifying what has actually been cached
in the device.
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Moreover, the prior art GloMop approach first checks the local cache, and then
queries the
proxy server to determine whether a particular data item in the cache is
current or not.
According to the GloMop prior art, the proxy server does not use its own
knowledge of the
mobile device browser cache to determine what to send back to the mobile
device browser.
[0010] Additional aspects and advantages will be apparent to a person of
ordinary skill in
the art, residing in the details of construction and operation as more fully
hereinafter described
and claimed, reference being had to the accompanying drawings.
Brief Description of the Drawings
[0011] A detailed description of the preferred embodiment is set forth in
detail below, with
reference to the following drawings, in which:
[0012] Figure 1 is a block diagram of a communication system for implementing
Internet
browsing functionality in a mobile communication device;
[0013] Figure 2A shows communication protocol stacks for the communication
system of
Figure 1;
[0014] Figure 2B shows communication protocol stacks for a Browser Session
Management
(BSM) protocol according to an exemplary embodiment;
[0015] Figure 3 is a flowchart showing the method for communicating
information between a
proxy server and a mobile Internet browser, according to the preferred
embodiment;
[0016] Figure 4 is a flowchart showing the method of training the proxy server
to deliver
content based on detecting and learning patterns of request messages from the
mobile device
browser.
[0017] Figure 5 is a flowchart of a broad aspect of the exemplary method of
training a proxy
server for content delivery based on communication of state information from a
mobile device
browser.
Detailed Description
[0018] Figure 1 depicts the architecture of a system for providing wireless e-
mail and data
communication between a mobile device 1 and an enterprise or proxy server 9.
Communication
with the device 1 is effected over a wireless network 3, which in turn is
connected to the Internet
and proxy server 9 through corporate firewall 7 and relay 8. Alternatively,
the device 1 can
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connect directly (via the Internet) through the corporate firewall 7 to the
proxy server 9. When a
new message is received in a user's mailbox within email server 11, enterprise
or proxy server 9
is notified of the new message and email application 10 (e.g. Messaging
Application
Programming Interface (MAPI), MS Exchange, etc.) copies the message out to the
device 1
using a push-based operation. Alternatively, an exemplary architecture for
proxy server 9 may
provide a browsing proxy but no email application 10. Indeed, the exemplary
embodiment set
forth herein relates to mobile browser device functionality and is not related
to email
functionality. Proxy server 9 also provides access to data on an application
server 13 and the
Web server 15 via a Mobile Data Service (MDS) 12. Additional details regarding
e-mail
messaging, MAPI sessions, attachment service, etc., are omitted from this
description as they
are not germane. Nonetheless, such details would be known to persons of
ordinary skill in the
art.
[0019] In terms of Web browsing functionality, the device 1 communicates with
enterprise or
proxy server 9 using HTTP over an IP protocol optimized for mobile
environments. In some
embodiments, the device 1 communicates with the proxy server 9 using HTTP over
TCP/IP,
over a variant of TCP/IP optimized for mobile use (e.g. Wireless Profiled
TCP), or over other,
proprietary protocols. For example, according to the communications protocol
of Fgure 2A,
HTTP is run over Internet Point-to-Point Protocol (IPPP) and an encrypted
Global Messaging
Exchange (GME) channel over which datagrams are exchanged to transport data
between the
device 1 and proxy server 9. The GME datagrams are 64Kbit in size whereas the
wireless
network 3 can only transport UDP datagrams with payloads up to 1500 bytes.
Therefore, a
Message Delivery Protocol (MDP) is used to separate the GME datagrams into one
or more
MDP packets, each of which is less than 1500 bytes (default size 1300 bytes),
which are
transported over UDP/IP to and from the relay 8 which, in turn communicates
with the proxy
server 9 via Server Relay Protocol (SRP)/TCP/IP. The MDP protocol includes
acknowledgements, timeouts and re-sends to ensure that all packets of the GME
datagram are
received.
[0020] The communication between the device 1 and proxy server 9 is optionally
encrypted
with an encryption scheme, such as Triple Data Encryption Algorithm (IDEA,
formerly referred
to as Triple Data Encryption Standard (Triple DES)), as is known in the art.
The proxy server 9
enables Internet access, preprocesses and compresses HTML and XML content from
the Web
server 15 before sending it to the device 1, transcodes content type, stores
HTTP cookies on
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behalf of the device 1, and supports certificate authority authentications,
etc.
[0021] In response to a request from the device browser, the proxy server 9
retrieves
content from Web server 15 and creates a custom document containing both
images to be
displayed on the device and data in the form of compressed versions of
requested portions of
the document. The document is preferably of "multi-part" format to improve
transmission to and
processing efficiency within the device 1. Specifically, in order to display
composite Web pages
(i.e. pages composed of a main WML or HTML page and one or more related
auxiliary files,
such as style sheets, JavaScript files, or image files) the device browser is
normally required to
send multiple HTTP requests to the proxy server 9. However, according to the
multi-part
generation feature, the proxy server 9 posts all necessary parts of a
composite Web page in a
single bundle, enabling the browser to download all the required content with
a single request.
The header in the server response identifies the content as a multi-part
bundle (e.g. Multi-
Purpose Mail Extensions (MIME)/multipart,as defined by RFC 2112, E. Levinson,
March 1997).
[0022] In order to indicate device browser state information to the proxy
server 9, three
transitional state messages are defined herein, as follows: CONNECT, UPDATE
and
DISCONNECT, each of which conforms to the exemplary BSM protocol. As shown in
Figure 2B,
the BSM communications protocol is identical to the protocol of Figure 2A
except that the
conventional HTTP layer of the protocol stack is replaced by an HTTP-like BSM
layer.
[0023] The CONNECT transitional message creates a new session with a
connection
identifier carried in the payload, device information and state data (e.g.
current cache and
device information) in the form of a set of hash functions for use by the
proxy server 9 in
preparing a response. Specific care is taken not to identify to the proxy
server 9 what cookies or
cache entries are contained on the device 1. Only hash values of the state
data are sent to the
proxy server 9 in order to protect the identity of state data on the device 1.
[0024] The CONNECT message also contains a unique authentication key for
generating a
MAC (Message Authentication Code) using a Hash Message Authentication Code
(HMAC)
algorithm that incorporates a cryptographic hash function in combination with
the authentication
key. Each portion of a multi-part document from the proxy server 9 also
contains an HMAC,
generated using the authentication key, that is used for authenticating the
proxy server 9 before
adding that portion to the device cache. This prevents a third party from
creating its own multi-
part document and sending it to the device 1 for injecting cache entries that
could be used to
extract personal information from the user.
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[0025] Upon receipt of the CONNECT message, the proxy server 9 uses the state
information to regulate or control the transmission of content retrieved from
Web server 15 (step
23) to the device 1. One example of an application where this information can
be used is when
the proxy server 9 is pre-fetching images, inline Cascading Style Sheets
(CSS), JavaScript, and
the like for an HTML document. If the proxy server 9 already knows that the
device 1 has the
image, inline CSS, or JavaScript document, there is no need for resending the
documents.
[0026] The UPDATE transition message notifies the proxy server 9 of changes
that have
occurred on the device 1 since the last CONNECT message or the last UPDATE
message,
between the device 1 and proxy server 9 (e.g. new cache entries added because
of a push, or
invoking the "Low Memory Manager" (LMM) or other memory-space preservation
policies on the
device and purging items from the cache).
[0027] The DISCONNECT transition message notifies the proxy server 9 that the
device 1
will no longer send any more messages using the connection identifier
specified in the payload.
The proxy server 9 can then de-allocate any memory reserved for the connect
session between
the device 1 and proxy server 9. Upon receiving the disconnect message, the
proxy server 9
deletes any session cookies for the device 1 (if it is processing cookies)
along with state
information. Receiving a request on the identified connection after the
DISCONNECT has been
received, and before any subsequent CONNECT message has been received, is
defined as an
error.
[0028] Since state is indicated from the device 1 to the proxy server 9, and
state may be
stored in transient memory within proxy server 9, a mechanism is provided for
the proxy server
9 to return to the device 1 a message indicating that the session the device
is trying to use is not
valid. Once this occurs, the device 1 issues a new CONNECT message and
establishes a new
session with the proxy server 9, and re-issues the original request.
[0029] The data protocol set forth herein is similar to HTTP in order to
reduce complexity
and to reuse code that already exists for the HTTP protocol. Thus, data
transmission according
to this protocol begins with a STATE keyword; followed by a BSM (Browser
Session
Management) protocol identifier and a "Content-Length" header. The end of the
"headers" is
indicated by a double CRLF (a sequence of control characters consisting of a
carriage return
(CR) and a line feed (LF)), much like HTTP. After the double CRLF pair (i.e.
\r\n) a WBXML
(WAP Binary Extensible Markup Language) encoded document is inserted as the
message
payload. The WBXML document is later decoded using a DTD (Document Type
Definition) and
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codebook, as discussed in greater detail below. The indication of the protocol
version refers to
what version of the DTD to validate the request against (ie. BSM/1.1
stipulates using version 1.1
of the DTD). It should be noted that WBXML encoding of the contents of BSM
messages is set
forth to allow for more efficient processing of the BSM message at the device
1, but that in
alternate embodiments, the BSM message may be formatted as normal (textual)
XML.
[0030] The following is an example communication using the protocol according
to the
preferred embodiment:
CONNECT BSM/1.0\r\n
Content-Length: 40\r\n
\r\n
<WBXML Encoded document of length 40 bytes>
BSM/1.0 200\r\n
r\n
[0031] In the foregoing, the first four lines form the CONNECT message from
the device 1
to the proxy server 9, and the last two lines are the response from the proxy
server 9.
[0032] An exemplary XML document, is as follows:
<?xml version="1.0"?>
<!DOCTYPE bsm PUBLIC "-// DTD BSM 1.0//EN"
"http://www.something.com/go/mobile/BSM/bsm_1Øxml">
<bsm id="2" hmac="12345678901234567890">
<cache>
<size>123012</size>
<entry urlHash="FEEDDEEDO1" dataHash="FDDEDEEDII" etag="SomeEtag"
expiry="256712323"/>
</cache>
<device>
<version>4Ø1.123</version>
<memfree>12342342</memfree>
</device>
</bsm>
[0033] In the example, the state data includes the URL of an HTML page within
the device
cache. It will be noted that the XML document payload includes a connection
identifier (i.e. bsm
id="2"), a value indicating when the document was last modified (i.e.
etag="SomeEtag"), a page
expiry (i.e. expiry="256712323"), and hash values for a URL (i.e. entry
urlHash="FEEDDEEDO1") and a data attribute (i.e. entry dataHash="FDDEDEEDII")
rather
than transmitting the actual URL and data attribute themselves. Thus, as shown
in Figure 3, the
hashes of the URL and data attribute of the cached page are sent to the proxy
server 9 in the
CONNECT string (step 21). The proxy server 9 then fetches the requested page
from Web
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server 13 (step 23), computes hashes of device browser state data (step 25)
and data from the
Web server 13 (step 27), and compares the hashes of the URL and data attribute
of the
requested page with the hashed URL and data attribute of the cached page, and
also compares
the time stamps/expiration information (step 29) in order to determine whether
the cached page
is current. Specifically, in response to the proxy server 9 retrieving a
portion from the Web server
13, it computes the dataHash and urlHash of that portion and performs a
comparison to the
dataHashes and urlHashes of the entries it has saved. There are three cases.
[0034] In the first case, if both the dataHash and the urlHash of the
retrieved portion match
the dataHash and urlHash of a cache entry that the proxy server 9 knows the
device 1 has, then
the server 13 simply omits this portion from the response, as the device 1
still has a valid entry
in its cache.
[0035] In the second case, if the dataHash of the retrieved portion matches
the dataHash of
a cache entry that the proxy server 9 knows the device 1 has, but the urlHash
of the retrieved
portion does not match the urlHash of that cache entry, the server 13 inlines
this updated
portion in the combined response to the device 1. However, because the
dataHash matches a
dataHash of an entry that already exists on the device 1, the inlined response
does not include
the actual data, but instead only includes a new HTTP header whose value is
the new
dataHash. When the device 1 receives this inlined portion, it detects the
special header, looks
for the cache entry with that dataHash, and either creates or updates its
cache entry for that
URL with the data corresponding to the dataHash by copying that data from the
other cache
entry (the cache for device 1 is modified to have two indexes, one to retrieve
cache entries by
URL, the other to retrieve cache entries by dataHash). Finally, if the proxy
server 9 already has
a cache entry for the urlHash, it updates that entry with the new dataHash;
otherwise it creates
a new entry for this portion.
[0036] In the third case, if the dataHash of the retrieved portion does not
match the
dataHash of any of the cache entries that the proxy server 9 has received from
the device 1 in
the BSM messages, then the server inlines the entire portion (headers and new
data), since this
portion has been updated and the device 1 does not contain the updated value
anywhere in its
cache.
[0037] Although not indicated in Figure 3, it will be appreciated that each
inline part to be
added to a document to be displayed at the device 1 is fetched. If the
response code from the
proxy server indicates a "304" (step 31), then the part (i.e., the "304"
response) is written as a
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block in the multipart document. On the other hand, if the proxy server 9
returns a "200" (step
33), then the hash compare operation is performed, and the portion is only
included in the
multipart document if the hash compare function indicates it is not already on
the device 1.
[0038] An exemplary DTD, according to the preferred embodiment, is as follows:
<!ELEMENT bsm (cache?, device)>
<!ATTLIST bsm
id NMTOKEN #REQUIRED
>
<!ELEMENT cache (size, (entry)+)>
<!ATTLIST cache
action (addiremoveiremove alliquick add) "add"
<!ELEMENT entry EMPTY>
<!ATTLIST entry
urlHash CDATA #REQUIRED
dataHash CDATA #REQUIRED
etag CDATA #IMPLIED
expiry NMTOKEN #IMPLIED
size NMTOKEN #IMPLIED
last-modified NMTOKEN #IMPLIED
<!ELEMENT size (#PCDATA)>
<!ELEMENT device (version, memfree)>
<!ELEMENT version (#PCDATA)>
<!ELEMENT memfree (#PCDATA)>
<!ELEMENT hmac (#PCDATA)>
Element/Code
HMAC 12
Attribute/Code
size 9 (instead of action)
lastModified 10
actionAdd 11
actionRemove 12
actionRemoveAll 13
actionQuickAdd 14
[0039] Finally, an exemplary codebook, is as follows:
Element Code
Session 5
Cache 6
Size 7
Entry 8
Device 9
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Version 10
MemFree 11
H MAC 12
Attribute Code
Id 5
UrlHash 6
dataHash 7
ETag 8
Expiry 9
Action 10
[0040] As is well known in the art, the codebook is used as a transformation
for
compressing the XML document to WBXML, wherein each text token is represented
by a single
byte from the codebook.
[0041] As discussed above, the proxy server 9 transmits multi-part documents
in a
proprietary format of compressed HTML, interspersed with data for images and
other auxiliary
files (which may or may not be related to the main HTML Web page). However, in
a departure
from conventional HTML, each document part may also include a response code
(e.g. "200" for
OK, or "304" for "not modified" to indicate that the specified document part
has already been
cached in the device 1). This may be used for selective downloading of
document parts rather
than entire documents and for indicating when a part (e.g. image) is about to
expire. This is
useful, for example, when one Web page links to another page containing one or
more common
elements.
[0042] Of course, certain device requests (e.g. page refresh) will always
result in a full
document download, irrespective of device state information stored in the
proxy server 9.
[0043] It is contemplated that the inclusion of response codes may be used by
heuristic
processes within the proxy server 9 to learn user behaviour and modify
downloading of
documents based on tracking the history of certain changes reflected in the
hash value (e.g. the
server 9 may learn to download a certain page (e.g. CNN news) at a particular
time each day
based the user's history of issuing requests for that page at regular times.
As discussed above,
because the downloaded documents are multi-part and contain embedded response
codes,
only those portions of the document that have changed are actually downloaded.
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[0044] Turning to Figure 4, a method is set forth in which the proxy server 9
uses heuristic
algorithms to learn what additional data requests the device 1 may make based
on knowledge
of the current request, and knowledge of past activity. For example, in some
instances, the
device may consistently follow a pattern of requesting a first Web page (e.g.
"cnn.com" Web
page), followed by a second Web page (e.g. "cnn.com/news" Web page). According
to the
method depicted in Figure 4, the proxy server 9 learns this pattern, such that
whenever the
device 1 requests the first Web page, the proxy server 9 determines that the
device is likely to
then request the second Web page and therefore automatically fetches the
second Web page,
uses its knowledge of the data cached on the device 1 (i.e. from the state
information
transferred to the proxy server 9 during initiation of the connection) to
determine whether the
second Web page already exists within the data cached on the device and
whether the cached
page is current (i.e. by comparing the time stamps/expiration information as
discussed above
with reference to step 29 of Figure 3). If soothe second Web page exists and
is current, the
proxy server 9 includes information about the second Web page via response
codes embedded
within the response provided for the first Web page, as set forth in detail
above. If the device 1
requires the second Web page, then the device 1 references its cache and
thereby avoids
having to make a request to the proxy server 9 for the second Web page.
[0045] Thus, at step 37 of Figure 4, the proxy server 9 retains a history of
the sequence of
specific page requests made by the device browser. Preferably, the tracking
history is based on
changes reflected in the hash values of the browsing-related state data, as
discussed above.
The proxy server 9 then uses a heuristic technique to build an internal
statistical model of the
request patterns (step 39). Where the proxy server 9 services multiple devices
1, a separate
statistical model is developed for each device 1. Alternatively, a global
statistical model may be
developed across all devices that the proxy server 9 is servicing. Or, indeed,
the two foregoing
statistical models may be blended to yield a best prediction on a URL-sequence-
by-URL-
sequence basis.
[0046] In any event, the statistical model developed at step 39 is used to
determine the set
of URLs that the device 1 is most likely to request next, given the particular
historical sequence
of previously requested URLs (step 37).
[0047] If, at step 41, the statistical model indicates that probability of a
certain previously
requested URL being requested next is above a certain threshold (Threshold 1),
the proxy
server 9 proactively fetches the HyperText content of the predicted next page
(step 43).
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Otherwise, the method awaits the requested URL from the device 1 and adjusts
the statistical
model accordingly (step 45) and the method ends (step 51).
[0048] If, at step 47, the probability exceeds a higher threshold (Threshold
2) then all of the
associated images and/or auxiliary files are fetched for the predicted next
page (step 49).
[0049] According to one embodiment, the proxy server 9 inlines the "next page"
data after it
has sent the data for the current page to the device 1, in order to allow the
device to fully render
the current page. In another embodiment, the "next-page" data is inlined
within the HTML of the
current page rather than appended at the end of it. In both cases, the "next-
page" data is still
part of the response for the current page, rather than appearing in a separate
request or
response.
[0050] One example of the embodiment in which the "next-page" data is inlined
is where the
statistical model includes time information and determines that particular
"next pages" will likely
be requested very shortly after the proxy server 9 has started sending the
current page data to
the device 1. As discussed above, because the downloaded documents are multi-
part and
contain embedded response codes, only those portions of the document that have
changed are
actually downloaded.
[0051] Examples of heuristic techniques that may be used in step 39 include,
but are not
limited to, the Hidden Markov Model algorithms, Bayesian inference methods and
Neural
Networks.
[0052] The method set forth in Figure 4 causes the proxy server 9 to
constantly learn and
refine the statistical model with every new page request it receives, to
ensure that it most
closely tracks the current behaviour of the devices it is servicing.
[0053] Turning now to Figure 5, a broad aspect of the exemplary method of
training a proxy
server for content delivery based on communication of state information from a
mobile device
browser, is illustrated by way of a flowchart. At step 52, a control channel
is established between
the proxy server 9 and mobile device 1. The device 1 transmits a plurality of
request messages
to the proxy server 9 for Web pages, wherein each of the messages indicates
browsing-related
state data (step 53). At step 54 a heuristic algorithm is implemented within
the proxy server 9 to
detect and learn patterns of request messages. The proxy server 9 then pre-
fetches at least
HyperText content of Web pages that the proxy server 9 has learned will likely
be requested
(step 55). The pre-fetched HyperText content is then embedded in response
codes within
CA 02615942 2008-01-17
WO 2007/009252 PCT/CA2006/001200
14
response messages transmitted to the mobile device 1 (step 56). The process
ends at step 57.
[0054] As indicated above, the protocol of the preferred embodiment is
preferably carried
over a proprietary IPPP transport layer, but can also be easily adapted to run
over TCP/IP on a
specific port. The protocol is preferably implemented as a handler in the
proxy server 9, thereby
simplifying any currently existing protocol. (e.g. to avoid overloading a
current HTTP protocol).
[0055] A person skilled in the art, having read this description of the
preferred embodiment,
may conceive of variations and alternative embodiments. For example, the
conditional transfer
of data based on communication of state information, as set forth above, may
also be applied to
separately transmitting individual portions of the multipart document as
opposed to transmitting
the entire document at once.
[0056] All such variations and alternative embodiments are believed to be
within the ambit
of the claims appended hereto.
